{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "block_hidden": true
   },
   "outputs": [],
   "source": [
    "%load_ext rpy2.ipython\n",
    "%matplotlib inline\n",
    "\n",
    "from prophet import Prophet\n",
    "from matplotlib import pyplot as plt\n",
    "import pandas as pd\n",
    "import logging\n",
    "import warnings\n",
    "\n",
    "logging.getLogger('prophet').setLevel(logging.ERROR)\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "block_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:numexpr.utils:NumExpr defaulting to 8 threads.\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv('https://raw.githubusercontent.com/facebook/prophet/main/examples/example_wp_log_peyton_manning.csv')\n",
    "m = Prophet()\n",
    "m.fit(df)\n",
    "future = m.make_future_dataframe(periods=366)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "block_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Loading required package: Rcpp\n",
      "\n",
      "R[write to console]: Loading required package: rlang\n",
      "\n",
      "R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "library(prophet)\n",
    "df <- read.csv('https://raw.githubusercontent.com/facebook/prophet/main/examples/example_wp_log_peyton_manning.csv')\n",
    "m <- prophet(df)\n",
    "future <- make_future_dataframe(m, periods=366)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Modeling Holidays and Special Events\n",
    "If you have holidays or other recurring events that you'd like to model, you must create a dataframe for them. It has two columns (`holiday` and `ds`) and a row for each occurrence of the holiday. It must include all occurrences of the holiday, both in the past (back as far as the historical data go) and in the future (out as far as the forecast is being made). If they won't repeat in the future, Prophet will model them and then not include them in the forecast.\n",
    "\n",
    "You can also include columns `lower_window` and `upper_window` which extend the holiday out to `[lower_window, upper_window]` days around the date. For instance, if you wanted to include Christmas Eve in addition to Christmas you'd include `lower_window=-1,upper_window=0`. If you wanted to use Black Friday in addition to Thanksgiving, you'd include `lower_window=0,upper_window=1`. You can also include a column `prior_scale` to set the prior scale separately for each holiday, as described below.\n",
    "\n",
    "Here we create a dataframe that includes the dates of all of Peyton Manning's playoff appearances:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: \n",
      "Attaching package: ‘dplyr’\n",
      "\n",
      "\n",
      "R[write to console]: The following objects are masked from ‘package:stats’:\n",
      "\n",
      "    filter, lag\n",
      "\n",
      "\n",
      "R[write to console]: The following objects are masked from ‘package:base’:\n",
      "\n",
      "    intersect, setdiff, setequal, union\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "library(dplyr)\n",
    "playoffs <- data_frame(\n",
    "  holiday = 'playoff',\n",
    "  ds = as.Date(c('2008-01-13', '2009-01-03', '2010-01-16',\n",
    "                 '2010-01-24', '2010-02-07', '2011-01-08',\n",
    "                 '2013-01-12', '2014-01-12', '2014-01-19',\n",
    "                 '2014-02-02', '2015-01-11', '2016-01-17',\n",
    "                 '2016-01-24', '2016-02-07')),\n",
    "  lower_window = 0,\n",
    "  upper_window = 1\n",
    ")\n",
    "superbowls <- data_frame(\n",
    "  holiday = 'superbowl',\n",
    "  ds = as.Date(c('2010-02-07', '2014-02-02', '2016-02-07')),\n",
    "  lower_window = 0,\n",
    "  upper_window = 1\n",
    ")\n",
    "holidays <- bind_rows(playoffs, superbowls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "playoffs = pd.DataFrame({\n",
    "  'holiday': 'playoff',\n",
    "  'ds': pd.to_datetime(['2008-01-13', '2009-01-03', '2010-01-16',\n",
    "                        '2010-01-24', '2010-02-07', '2011-01-08',\n",
    "                        '2013-01-12', '2014-01-12', '2014-01-19',\n",
    "                        '2014-02-02', '2015-01-11', '2016-01-17',\n",
    "                        '2016-01-24', '2016-02-07']),\n",
    "  'lower_window': 0,\n",
    "  'upper_window': 1,\n",
    "})\n",
    "superbowls = pd.DataFrame({\n",
    "  'holiday': 'superbowl',\n",
    "  'ds': pd.to_datetime(['2010-02-07', '2014-02-02', '2016-02-07']),\n",
    "  'lower_window': 0,\n",
    "  'upper_window': 1,\n",
    "})\n",
    "holidays = pd.concat((playoffs, superbowls))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Above we have included the superbowl days as both playoff games and superbowl games. This means that the superbowl effect will be an additional additive bonus on top of the playoff effect.\n",
    "\n",
    "Once the table is created, holiday effects are included in the forecast by passing them in with the `holidays` argument. Here we do it with the Peyton Manning data from the [Quickstart](https://facebook.github.io/prophet/docs/quick_start.html):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "m <- prophet(df, holidays = holidays)\n",
    "forecast <- predict(m, future)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "m = Prophet(holidays=holidays)\n",
    "forecast = m.fit(df).predict(future)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The holiday effect can be seen in the `forecast` dataframe:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           ds  playoff superbowl\n",
      "17 2014-02-02 1.219646  1.211218\n",
      "18 2014-02-03 1.913081  1.359259\n",
      "19 2015-01-11 1.219646  0.000000\n",
      "20 2015-01-12 1.913081  0.000000\n",
      "21 2016-01-17 1.219646  0.000000\n",
      "22 2016-01-18 1.913081  0.000000\n",
      "23 2016-01-24 1.219646  0.000000\n",
      "24 2016-01-25 1.913081  0.000000\n",
      "25 2016-02-07 1.219646  1.211218\n",
      "26 2016-02-08 1.913081  1.359259\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "forecast %>% \n",
    "  select(ds, playoff, superbowl) %>% \n",
    "  filter(abs(playoff + superbowl) > 0) %>%\n",
    "  tail(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>playoff</th>\n",
       "      <th>superbowl</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2190</th>\n",
       "      <td>2014-02-02</td>\n",
       "      <td>1.223965</td>\n",
       "      <td>1.201517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2191</th>\n",
       "      <td>2014-02-03</td>\n",
       "      <td>1.901742</td>\n",
       "      <td>1.460471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2532</th>\n",
       "      <td>2015-01-11</td>\n",
       "      <td>1.223965</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2533</th>\n",
       "      <td>2015-01-12</td>\n",
       "      <td>1.901742</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2901</th>\n",
       "      <td>2016-01-17</td>\n",
       "      <td>1.223965</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2902</th>\n",
       "      <td>2016-01-18</td>\n",
       "      <td>1.901742</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2908</th>\n",
       "      <td>2016-01-24</td>\n",
       "      <td>1.223965</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2909</th>\n",
       "      <td>2016-01-25</td>\n",
       "      <td>1.901742</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2922</th>\n",
       "      <td>2016-02-07</td>\n",
       "      <td>1.223965</td>\n",
       "      <td>1.201517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2923</th>\n",
       "      <td>2016-02-08</td>\n",
       "      <td>1.901742</td>\n",
       "      <td>1.460471</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ds   playoff  superbowl\n",
       "2190 2014-02-02  1.223965   1.201517\n",
       "2191 2014-02-03  1.901742   1.460471\n",
       "2532 2015-01-11  1.223965   0.000000\n",
       "2533 2015-01-12  1.901742   0.000000\n",
       "2901 2016-01-17  1.223965   0.000000\n",
       "2902 2016-01-18  1.901742   0.000000\n",
       "2908 2016-01-24  1.223965   0.000000\n",
       "2909 2016-01-25  1.901742   0.000000\n",
       "2922 2016-02-07  1.223965   1.201517\n",
       "2923 2016-02-08  1.901742   1.460471"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forecast[(forecast['playoff'] + forecast['superbowl']).abs() > 0][\n",
    "        ['ds', 'playoff', 'superbowl']][-10:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The holiday effects will also show up in the components plot, where we see that there is a spike on the days around playoff appearances, with an especially large spike for the superbowl:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -w 9 -h 12 -u in\n",
    "prophet_plot_components(m, forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 648x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = m.plot_components(forecast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Individual holidays can be plotted using the `plot_forecast_component` function (imported from `prophet.plot` in Python) like `plot_forecast_component(m, forecast, 'superbowl')` to plot just the superbowl holiday component."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Built-in Country Holidays\n",
    "\n",
    "You can use a built-in collection of country-specific holidays using the `add_country_holidays` method (Python) or function (R). The name of the country is specified, and then major holidays for that country will be included in addition to any holidays that are specified via the `holidays` argument described above:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "m <- prophet(holidays = holidays)\n",
    "m <- add_country_holidays(m, country_name = 'US')\n",
    "m <- fit.prophet(m, df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<prophet.forecaster.Prophet at 0x7f2a61da1850>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = Prophet(holidays=holidays)\n",
    "m.add_country_holidays(country_name='US')\n",
    "m.fit(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can see which holidays were included by looking at the `train_holiday_names` (Python) or `train.holiday.names` (R) attribute of the model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " [1] \"playoff\"                     \"superbowl\"                  \n",
      " [3] \"New Year's Day\"              \"Martin Luther King Jr. Day\" \n",
      " [5] \"Washington's Birthday\"       \"Memorial Day\"               \n",
      " [7] \"Independence Day\"            \"Labor Day\"                  \n",
      " [9] \"Columbus Day\"                \"Veterans Day\"               \n",
      "[11] \"Veterans Day (Observed)\"     \"Thanksgiving\"               \n",
      "[13] \"Christmas Day\"               \"Independence Day (Observed)\"\n",
      "[15] \"Christmas Day (Observed)\"    \"New Year's Day (Observed)\"  \n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "m$train.holiday.names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                         playoff\n",
       "1                       superbowl\n",
       "2                  New Year's Day\n",
       "3      Martin Luther King Jr. Day\n",
       "4           Washington's Birthday\n",
       "5                    Memorial Day\n",
       "6                Independence Day\n",
       "7                       Labor Day\n",
       "8                    Columbus Day\n",
       "9                    Veterans Day\n",
       "10                   Thanksgiving\n",
       "11                  Christmas Day\n",
       "12       Christmas Day (Observed)\n",
       "13        Veterans Day (Observed)\n",
       "14    Independence Day (Observed)\n",
       "15      New Year's Day (Observed)\n",
       "dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.train_holiday_names"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The holidays for each country are provided by the `holidays` package in Python. A list of available countries, and the country name to use, is available on their page: https://github.com/dr-prodigy/python-holidays. In addition to those countries, Prophet includes holidays for these countries: Brazil (BR), Indonesia (ID), India (IN), Malaysia (MY), Vietnam (VN), Thailand (TH), Philippines (PH), Pakistan (PK), Bangladesh (BD), Egypt (EG), China (CN), and Russian (RU), Korea (KR), Belarus (BY), and United Arab Emirates (AE).\n",
    "\n",
    "In Python, most holidays are computed deterministically and so are available for any date range; a warning will be raised if dates fall outside the range supported by that country. In R, holiday dates are computed for 1995 through 2044 and stored in the package as `data-raw/generated_holidays.csv`. If a wider date range is needed, this script can be used to replace that file with a different date range: https://github.com/facebook/prophet/blob/main/python/scripts/generate_holidays_file.py.\n",
    "\n",
    "As above, the country-level holidays will then show up in the components plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -w 9 -h 12 -u in\n",
    "forecast <- predict(m, future)\n",
    "prophet_plot_components(m, forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 648x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "forecast = m.predict(future)\n",
    "fig = m.plot_components(forecast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fourier Order for Seasonalities\n",
    "\n",
    "Seasonalities are estimated using a partial Fourier sum. See [the paper](https://peerj.com/preprints/3190/) for complete details, and [this figure on Wikipedia](https://en.wikipedia.org/wiki/Fourier_series#/media/File:Fourier_Series.svg) for an illustration of how a partial Fourier sum can approximate an arbitrary periodic signal. The number of terms in the partial sum (the order) is a parameter that determines how quickly the seasonality can change. To illustrate this, consider the Peyton Manning data from the [Quickstart](https://facebook.github.io/prophet/docs/quick_start.html). The default Fourier order for yearly seasonality is 10, which produces this fit:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -w 9 -h 3 -u in\n",
    "m <- prophet(df)\n",
    "prophet:::plot_yearly(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from prophet.plot import plot_yearly\n",
    "m = Prophet().fit(df)\n",
    "a = plot_yearly(m)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The default values are often appropriate, but they can be increased when the seasonality needs to fit higher-frequency changes, and generally be less smooth. The Fourier order can be specified for each built-in seasonality when instantiating the model, here it is increased to 20:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -w 9 -h 3 -u in\n",
    "m <- prophet(df, yearly.seasonality = 20)\n",
    "prophet:::plot_yearly(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from prophet.plot import plot_yearly\n",
    "m = Prophet(yearly_seasonality=20).fit(df)\n",
    "a = plot_yearly(m)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Increasing the number of Fourier terms allows the seasonality to fit faster changing cycles, but can also lead to overfitting: N Fourier terms corresponds to 2N variables used for modeling the cycle\n",
    "\n",
    "### Specifying Custom Seasonalities\n",
    "\n",
    "Prophet will by default fit weekly and yearly seasonalities, if the time series is more than two cycles long. It will also fit daily seasonality for a sub-daily time series. You can add other seasonalities (monthly, quarterly, hourly) using the `add_seasonality` method (Python) or function (R).\n",
    "\n",
    "The inputs to this function are a name, the period of the seasonality in days, and the Fourier order for the seasonality. For reference, by default Prophet uses a Fourier order of 3 for weekly seasonality and 10 for yearly seasonality. An optional input to `add_seasonality` is the prior scale for that seasonal component - this is discussed below.\n",
    "\n",
    "As an example, here we fit the Peyton Manning data from the [Quickstart](https://facebook.github.io/prophet/docs/quick_start.html), but replace the weekly seasonality with monthly seasonality. The monthly seasonality then will appear in the components plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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Ltl8rn/9U8CtpgQIeYbvwmkQQBJ/PV6vVdr5uG7WiqFmH4zhFUU0WtUpnXHvp3pKTd30k1Bu9gofHeDpOTuHz+Tqdju0orEOSJEmSGg3H1p+xaVETBEHTf2mHgz5mNkEfs91Y1cesM5pWnr+/5EzpkCi3d3sH+ojZmUfjTH3MDu5hH/PfPUFnNG29XrXsTClN4q+l+Y+KcSccYFF06GO2G+hjBlxSo9IfvaOgCFxCES40KaUICUVIKJLi7A5Lv+XVfHDkroeQt21ibEdfMdvhAIfAJ/CpSV6TOnjuyqlecrr0P8eLX031H5/g4SBrpwAnA4kZtFJpnXbFuXsbsio6eItwDCl1RoXGoNSZlFqj3mjiE5iEIiR80oUmpBQpoQgpTYp5uIQiLCnchSIt/xbzCUs6t+cYnyblVKoWHrpTINe81ydotH27kwEnEDg2Lt5jbJzHgfyab06XfnWq5KVuflOTvGgS0jNgEiRmYLWc8vqPf7+1J7d6VKz7wRkdIh+b8anWm5Q6o1JrVGoNCo2hTmdSag1KrVGpNSp1xiq5RqEx1j14+OB4vc6IELLUucV8QkIREv6DbO1Ck1KaEPNwCfW/GrmMJiUUIebjjFRZatSGz44X/ZpdNa+r3y/pMQIe3GfB38IwNDTKbWiUW0ahYvGp4sWnSl7s6juzk4+Yb+9RCMBZQWIGVrhYpvw2896Ju4rJHTzPPN/Rr6kJqQghAQ8X8HAvkRXTTE1mc532/7O11qjUGeo0RqXWWKc11GmN95Q6y78t/2s5qNQaDSYzTeIPs7hMwJPwCQmFS/gPquMSipDRpIRPeEh1NG4S8XDLMx9eV2c0/XixfPGpkgERrifnJP/dKwLgcX1DXfqGumQWKxefKv42s2x2Z585Kb6uAripgraCzxBokYxCxdLTJTmVqrld/NZOSTGr65g9P45hMpqU0dZ9IFX6/6+L64x1GkOdzlSnMVgq63Uaw/16nVJrVGiNSq2hXmdSaAxKrUGlN2EYetCQzidqNQY/KbV5QkxnP5irClqje6Bk68S4K/fqvzld2nnFpRkdfV7s6utpza9SABqBxAyaYzSZ996sWXamtFZjeLGr36ZnYsU0TybkVTvGFB4hDxfy+N4tGKH1cFS20WRW6owKzYP6N4ljXfwl0J0M2ijZV7x2XHROpWrpmdIu/708KdHrpa6+AbDsNmgVSMygaVqjefPViu/OlvEJ/JXufmPj3HlOMQCVwB9WzeGmCRgW6yn878jIQrlm6ZnSp1ZnjYl1fzXNP0QGS8UB60BiBo0ptcafL93/4fy9YFf6o6eDB0W4QYUSgJYLdaWXDA1/86mA5Wfv9fnx6tAot9dS/aM8YFcM0FLOUAcCDPo9v6bj95dOF9WtHhP127SEwZGQlQFoDX8p9dmAkHMvdPQU8QatvfbczrzsCo6tlwfYAokZ/M+265Uv77u9enTk5gmxqYFStsMBgPO8RLwP+wVfnNcpzJUe+Uv2tO03L9+rZzso4OggMYMHfr50f+Hhu5ufiXHAxfoB4DQ3Aflun6BL8zom+4ombMl5ZvONsyVKtoMCjgsSM0AIoaVnSr86WbJzclwK7HAHgG240OSCHgGX5nXqGeIy49ebozZkH7/DsSWjgX3A4K/2zmxGnxwr2nmjau+0hDBXGD4KgG2J+cQr3f1nd/Zdn1X+8r5b/lLq9R7+/cNcYTAHeAgSc7tmMpvfPlh48m7d3qnx/lKYPgSAnQh4+NwU3xkdfTZmVbz9R6GroHh+mv+wKHdIzwBBU3Z7pjea5u29dbG0HrIyAKzgE9iMTt5nn0+e3dn344yi3j9m7bhRZTRxaRtHYAutrzGrVKoVK1aoVCofH5/Zs2djGIYQMhgMy5Ytq6+vDwoKmjFjBmNhAqZpjebndubJ1Yadk+NcrFwIEwDAIB6BT0r0fCbBY1dO9TenS784UfxaWsA4Z1nSB7RC69/4EydOhIaGLlq0qL6+Pj8/33IwMzMzKCjovffeq6ysLCkpYSjIv5VRqPjnwUKdEX5gWqdeZ5y4JUdnMG2bCFkZAIdg2VPy2HOJC/sErTx/r9sPV9ZcKoebW/vU+sTs6elZVFQkl8urqqpksgcTbPLz8xMSEhBCCQkJD7O17cR6CnKr1IPWXs2vgpn7LSVXG8ZtuiGjiV/Gxwhhf0MAHAmOYcOj3Q/PTPx8UOiW65UpKy6tvHBPrTexHRewq9bXliIiItasWfPFF1/w+XxXV1fLQZVKJRQKEUICgUCpfDBRb8mSJXv27EEI/fTTT8HBwW2O+X/c3dHRl33+fejWgJ+vLhltnJ4SwODJndK9Os3Yn892CXJdmZ5I4K0cZ4JhmLu7O7OB2YHlk8ktUNR242hFPdHDfWLXiEN5lZ8evrUs8978XqHz0kLEVOM7tkDAvZU+Ha2oW4imbTVpxWAwNDqCmc1/aSpZunTp43/m6ur67LPPNjq4evXq5OTklJSUHTt2SCSSAQMGIIR+/vnntLS06OjoAwcO0DTdt29fhFBtbW1DQwNCiKZpHLdJFe18af2cXTe7B0i+GhLOoe3KKYrS6/Umk51+Dt+t1YzdkD0o0u3TAaGtHvyJ47hUKq2trWU0NJujKEqn0zX6tDs4kiSFQmFdHcM7bNoaR4taJBIpFA46q/hMUd1XJ4uy7jc838V3bhe/h91PNE1rtVpuFTWfz6co6mG1jSsEAoFabas99WiabvQDq/HvL41GgxC6evXq4cOHhw4dSpLk/v37586d+/i59Hq95QNhMpkeJvzIyMicnJzo6Ojc3Nz09HTLQZlMZmnrlsvlRqOR6ReFEEJdAySX5vecvuFC71WXV46KTPZtwUaADsBkMplMJhuVSSN5Ver0zTemJHm93TPQZGrrFe0TM4PMZrOltNkOxAo4jpvNZi4WtdFo5Fa2wDDMkYu6q79o64TYS2X1i0+XJC+/MKuT9wtd/dwEJBeL2mQyOXJR/x2bxvz4O9i4xmzRrVu3ffv2eXp6IoRqamqGDRt25syZRs+pqKhYunQpQRA0TS9YsODu3bsHDx584YUXli9frtfrvby8pk+f3uhPbJeYSZKUSqU1NTU/X7r/ydHiN3sGPJ/i6/gzAmma1uv1dviMZt1vmLgl59U0/xe6+LbxVARByGSy6upqRgKzm4f7MbMdiBV4PJ5IJOJc44RAINBoNNzKFiRJSiQSuVzOdiBPll2hWnyq5EhB7bMdvd/oEy4lOJaYKYqiadphGyf+jkgksrT72oJQKGzU+9N0Yg4ODr516xaPx0MI6fX6mJiY27dvt/3ydkjMCKEblao5u/KCXehvh0e4Cx16yLF9EnNmsXLa9twP+gVPSfJq+9kgMdsNJGa74VBitsirUi85U3ogXz6xg+fL3Xw5tA4BJObHPZ6Ym+7xHTx48MCBA3/66ac1a9YMGTJk0KBBNgrIFuI8hYdmJHqJeX1+zDp5l2NvP+MOF9RO3Z779ZAwRrIyAMARRHkIvh8RcWZeF43B1GNV1usHbt+t1bIdFGAM8cEHHzx+dPDgwTqd7siRI4WFhcOGDfvnP/9JEAyMqLLd72gcxymKetg5zyOwwZFuvhL+y/tuN+iNqYFS3CHbtUmStPS42Oj8e3KrX9l3+4dRkUMi3Zg6J47jNE3bbhyEjfB4PM71xhEEwefzLcM+OITH4z0+ytTBWW4gnCtqL6mwf6gkPc7jYln9G78X3KpRR7oL3IU8tuNqDkmSJElqtRz7GcHn8/V6vY1OzuPxLO3TDzVdYyYIIjw8fPTo0SNHjnRxcbFMduKcMXEeh2YmHi1UjNqQXaLg2Oeg7TZerVhwoOCX9Jinw2AbRwCcVoAL9Z+BoZnPJ7vS5MA11+bsysuphHUduK3pLtjJkyer1eqwsDDLQxzHx40bZ8eoGBMso/ZNjf/38eKn11xbPDhsWDRjFUcH98P5e9+cLtk+KS7JR8R2LAAAm/MR8z/uH/JaWsB/z98bvj77qWDp/DR/rsxPAY00nZh1Ot3u3bvtHIqN8Aj8/b7BvUJkL+3NP35X8dHTIRThiM3aDPryZMn6K+V7piREeXBv8QEAQKu5C8l3ewe+1M131YX7z2zJ6eQrfr1HQNcA2GSdY5puyo6IiODcWNDm9Q11Ofpc0u0azcCfr+ZVcax/tOXMZrTo0J2t1yr3TYOsDEA7JaPJN58KuDSvU2qQdPqvN8dsvHGi3Q+D5Zama8ylpaV+fn6pqalubg/afrdt22bHqGzCS8TbOiFm2ZnSIeuuf/Q0M3OHHIrRZH79QMGle/V7p8X7iPlshwMAYJOYT7ya6j83xXftlfJ5e24FulALngqAESec0HRinjdv3rx58+wcih3gGPZaWsBTwS5zd+cfu6P4enCYhOLM+p3N0xlNL+65VazQ7p4c5+bYwzIBAHYj4OEvdPGd1cnnlyvlb/5e4CYgX+8RMCTSzSHnqYAHmm7K7tGjR15e3po1a7p164bjeI8ePewclk2l+EsyZiUajKa+P2VdKqtnOxwGqPWmZ7ffrFLpd0BWBgA8hk9gszr7nH0+eVZnnw+O3O39Y9bOG1UmTs0ebFeaTszvv//+tm3bTp06hWHYokWLFi1aZOewbM2FJn8aG/1Kd//xm3OWZ5Zx+vOp1BonbMnBMWzLhFgObeABALAzHoFPTvQ6Mzf5H6n+X58q7bEqa/PVCoOJy7c/J9V0Yt68efPWrVv9/f0Jgjhw4MD69evtHJZ9TO/ovX9a/JbrlRO35lSpbDV53KZq1IYxG7O9xby146JoEjZXBgA8AYFj6fEex2cn/qt30A8X7nX77+V1V8p1Ri6tVuv0mr6V63S6h6ucaDQa2+1DyboYT+GfMzoESKneq7OOFXJsIPo9pW7kL9kdvEX/HRnJIyArAwBaCsewEdFuR2Ym/XtA6Masyq7/vbL64n2NAdKzQ2h6SU6DwfDOO+/cu3dPq9XOnz9/zpw53bt3b/vF7LYkp1VIHBsU6Roko1/ae0upM6UF2W/9zrYsyXm3VjtqQ/bgKLfPBoTiuP0GcsCSnHYDS3LaDUeX5Gx7UWMYinAXTE32ivYQrLl8//PjxQiheC8h32Y/9GFJzsc9viRn07tLIYSOHDly9OhRoVDYv3//lJQURi5vn92lWq1YoZ27Ox/D0A8jIwNd7LFbS6t3l8qtVI3fnDOjk/eCHgG2CKwZsLuU3cDuUnbDud2lLIRCoVqtZrCozxTXLT5VerW84fkU39kp3lKK+d35YHepx7Vo28eampqVK1e+8847jF/ewRMzQkhvNH1+omTdlfKvh4SPsP36na1LzFfu1U/YkvPGU4FzUnxsFFgzIDHbDSRmu4HE/KiLZcrFp0rPlihnd/aZm+LD7EQPSMyPa1FiNhqNSUlJe/bsebhWNlOUSqWN7owEQQiFQqVSycjZMgrkL+y6OTTa/bNB4TYdUcXn8w0Gg1VlcuquYsqW7H8PCp+c5G27wJqB47hYLK6rq2Pl6q3WiqJmHUmSNE3X13NsRh9FUTqdjluJmdkbiN3QNG275ver9+u/OlGUUSCf2dn35e4BXgytWcTj8fh8vu2SnI3YtKj5fL5A8JeFGpvIOgRBxMfHx8TEpKWljf9/NgrIMfUNcz0xt1NRrabPqku5jrRPy8H8mslbspeNiGIrKwMA2olEH/G68XF/zup4X6nruPz8O3/cLlPq2A6qvWi6j/nUqVONjjCyxojjN2U/ymxG350t++Z06Qf9gqYl2yQRWtWUvTunesHvBatGR/UNdbFFMC0ETdl2A03ZdgNN2c0rkGuWnC7Zk1uTHu/xj1T/oDYMwYGm7Mc93pTddDvtxo0bezxi1apVNgrIkWEYerm737aJsUvPlD63M0+hYXOg6S9ZFW/+UbBhfAy7WRkA0A6FudLLhkWcmJ2EY1iv1Vmv7Lt1u4ZjI9i5pfGgu9jYWIRQUVHRkSNHLEcMBoNM1n7XPe/kJz4yK3HBgYK+P11dOSoyxZ+FDdRWnLu37Ezp9olxibC5MgCAJYEu1BeDQuMa4NoAACAASURBVOen+X93tqz/z1cHRri+luYf6yl88l8CKzVOzCdPnkQIzZs37/vvv394sD0nZoSQlCJXjY7akFUxYUvuq6l+L3f3s9tEZ4TQ5yeKN2ZV7JkaH+kO2zgCAFjmK+F/0j/ktTT/FefuDV+f3TNE+npaANQZmPW385htgVt9zI+7WaWasyvfW8z/bkSEl4iBKQTN9zGbzWjhoTt/3pb/OinOPvOqWwL6mO0G+pjtBvqYW0euNqy8cG/1hfsp/uLX0wK6BDy5QRH6mB/X0j5m0KRoD+HBGR1CXek+P2ZlFNr2g2U0mV/97daJu4q9U+MdJysDAMBDrgLy7Z6Bl+Z16hYonfZr7rhNN04VcWwipWOCxGwdmsS/GBT6xaDQF/bkf5RRpLfNyu86o2nOrrybVepdk+O8GZo+CAAAtiChiNdS/S/N69w/3PX53fnD118/UsCxZh5HA4m5NYZHux+e0SGzuG7ELzfu1jK86Ktab5q2/WaN2vDrJNhcGQDADUIe/mJX34vzOo2J81jwe8HANdcO5NVwqkPDgUBibqUAF2rP1PheIdL+P1/dlcNYh2ud1vDMlhskjm2ZGAebKwMAuIUisOc6+5x9PvnZjt7vHb7b58es3TnVJsjPVoLE3Hokjv2rd9BPY6MWHroz/7fban1bm7WrVYYxG2/4Sag1Y6Mown4DvwEAgEF8Ap+a5HXm+eSXuvt9fqL4qVVZW69XGkyQnlsKEnNb9Qx2OfZc0v163YA113LasH7nPaVu5IbryT7iFSMjYHNlAADXkTj2TILnyTlJb/cM/P5sWfcfLv+SVaGzzbgcJwMJgAHuQnLj+NgpSV7D12evuVTeijPcqdUMW399QLjrV4PD7DlJGgAAbArHsFGx7hmzkj7pH7LucnnysnPfn76rNULtuTnMb7fZPmEYerGrb2qgZO7u/GN3FN8MDZPRJELIbEYKrcFoQvU6o9ZgUhtMGoNJozc26E0Gk1ltwnV6Q41Kt+rC/ec6+8xP82f7dQAAAPMwDA2OdBsc6XayRPXViaLPjtye19V3RicfIQ8qh02ABUYYVq8zvvl7wb6bNTSJK7QGS+mSOCbmE3wCE/BwIY/gE5iYT5AE7irgYcgs4RNdAyQTOniyHXuLwAIjdgMLjNgNLDBiN5YFRn67Vrz4VMn18oYXu/k918lHQjn6QFc7LzACNWaGifnEipGR/1JoTWYkoQgCQy703xayVbtLAQCAc+gRJO0RFHe+RLn4dMl3mWWzU3zmpvi6CiAfPQDNCDYR6EIFyyg3AdlMVgYAgPasS4Bk0zOxv06Ky6lUpay4/PHRoiqVnu2gHELr08b27dvPnj2LEKqvr+/atevMmTMRQlVVVQsWLPDy8kIIzZ8/38/Pj6lAAQAAOJ9EH9GasdE5laolp0u7rLg8OdHr5e5+vpJ2veJh6xNzenp6eno6Qui7774bMmSI5WBlZeXQoUMnTJjATHQAAADagVhP4Q+jIm/XaJacLun238sTEj3/0d3fEbYJyLpXjxASCIxqtdpyJMlXbOuLtrWhtaioSCAQ+Pj4WB6Wl5eXlZUtX748Pj6+b9++loO1tbWWbnOapgnCJp38OI4jhGx0ctvBcdwSOYdwtKgxDMNxHOPUVDRLwFwsaoIguDUiiSAIKGr7aP5THeUp+n5U9Du9NYv+LOyx8kqfMNmkRK/hMR72jPBKmfLRh5Y7nuUGYjnC+Ofk8ftSW0dlL168eM6cORLJg92+zp07p1AoOnbsuHTp0vHjxycmJiKElixZsmfPHoTQTz/9FBwc3JbLNQPD7DrCvD2DorYbKGq7gaK2mxYW9YGcivUXS/Zkl/cKc5vZJTDM/cG45c6BMltEdbG4pdMfGA/AYDDweH/ZFqFNn8WGhoYlS5a8++67j/9XRkZGdXW1pa37ofYwXcoqXByVDdOl7AamS9kNTJeyG2v3Yz5aULstu3LfzZrOvuIpyV4RboImn/awednS8sw4gUBgu6ZshqdLXbx40VInfmjTpk1xcXFJSUlFRUXh4eFtOTkAAIB2rk+YzFVATkzw3HGj+s3fC+O9hJMTveK8hI2eZqN8zJY2dXCeP38+OTnZ8u+8vLzly5f379//t99+e//99+VyeVpaGhMRAgAAaL+SfMVSmpzRyfuX9Og4L+HCQ3fePlh49b6tlvtwBLDyF5ugKdtuoCnbbqAp227aQ1P2oyzVYrXetPdm9fbrlf5SakqSV4q/hOkYm8ClpmwAAADAPpJ8xVn36gU8/JkEz9Gx7r/lyRefKnUTklMSvboHSjk15eIJODZXBwAAQLv1sLbKJ/DRse5r06OGRrl9f67s+T15x+/WmTjVeNAMSMwAAAA449GWZB6OD41yWzM2Oj3e8+eL9+fsyj90W24ycT49Q1M2AAAALrHk5ocjsQkcGxjh2j9cdvxO3Yas8nVXKiYnej4dLuNxbfmmh7gaNwAAgPas0SAsHMP6hLqsHBX1fBffPbk1M37N25NTreNm7RlqzAAAADjJMhzs0SMYZtlTUnquVLkhq2LD1YpnOngOj3KjSC7VQiExAwAA4KrHc7NFV39JV3/JlXv1v2RVbMyqSI/3GBXjIeRzIz1DYgYAAMBhf5ebEULJvuJkX/GNCtUvV8q3Xa8aHes+Jt5Dwnf03Uq48fMBAAAA+DvNL/oR5yX898DQ/wwKvS3XTN1286dL5QqNQy/rBIkZAAAA5z1xQa4od8GH/YKXDA0rq9NO25674lxZtUpvn9isBYkZAACAM2jJYpmhrvTCPkHfjYhQao0zduQtyywrr9fZITarQGIGAADgJFq4kHWgC/VWz8CVoyKNJvPsXflfnSwpq3Og9AyJGQAAgPNo+SYTvhL+/DT/H8dE0iT+/J78/xwvvlursWlsLQSJGQAAgFOxagMoLxH/5e5+a8dFuwnIV/bf/ujI3YIaltMzJGYAAADOxtrNGd0E5Nwuvr+kxwTIqNd/L1h0+E5upcpGsT2RXfdjVqlUNrocjuM0TatUrJVj65AkaTKZuLVJMIZhAoGAc0XN4/EMBgO3dq4lCILP5z/cBZYruFjUOI5TFMW5oubz+TqdA/WMtgRJkiRJajT2q5JeLq2z9k/qdcbt18q3XSuP8RRN7+SX6Cvm8Xh6/YMh3B39pcxGSBAETdOPHrFrYq6trTUabTJ7jCAIqVTKuX3OKYoyGAw2KhMbIQjCxcWlpqaG7UCsQ9O0Tqfj1m8gHo8nFApbt6U8iwQCgUaj4VZiJklSLBbX1tayHYh1hEKhWq3mVlHz+XyapuvqrE6WbfF3y480T6037smt3na9MtCFntklINGTshy3ti7+RAKBQCgUPnrErit/mc1mm36GuPUBtbB1mTDOEi23YraAorYP8/9jOxArQFHbmZ1jTvQRtSI30yT+TILn6Fj3/Tflnx0p8BDxJid6dguQ2iF46GMGAADg5FpdzeUT+Jg49y1TkwZGuC7PLHtxb75Kb/OGN1grGwAAgPNrZkntJ+IT+PBot8GRsiv3VUKezSu0UGMGAAAAnozE8RQ/hjuYmwSJGQAAQLvA+LgtG4HEDAAAoL3gRG6GxAwAAKAdcfzcDIkZAABA++LguRkSMwAAgHbHkXMzJGYAAADAgUBiBgAA0B45bKUZEjMAAIB2yjFzMyRmAAAA7ZcD5mZIzAAAANo1R8vNkJgBAAC0dw6VmyExAwAAAA6Um1u/u9T27dvPnj2LEKqvr+/atevMmTMRQgaDYdmyZfX19UFBQTNmzGAqSgAAAMDW2rIDFYNan5jT09PT09MRQt99992QIUMsBzMzM4OCgtLT07/88suSkpKAgABmwgQAAADah7bux1xUVCQQCHx8fCwP8/PzU1NTEUIJCQn5+fmWxJybm1tSUoIQSkpKomm6jVdsEo7jGIZRFGWLk9sOSZIYhplMNt92m0E4jiOEuFjUZrPZbDazHYgVCILAcZyLRc3n89mOwjoEQXDxBkIQBOeKmiRJB/9Udw2hrpQpGx3EcfxhUTMevOWm+qi2Jubt27fPmTPn4UOVSiUUChFCAoFAqXzw2q5cuXL8+HGEUGxsrEwma+MVm4RhGELIRlnfdnAcJwiC7Sisg2EYhmFcLOrHP/0ODorabqCo7cYSs4MXdfcw+lKJ4tEjlrqf5d+MB/94haFNibmhoUGtVkskkodHhEKhWq1GCKnVarH4QUf6xIkTJ06ciBCSy+UKhaLJU7URSZJSqdRGJ7cdmqb1er3RaGQ7ECsQBCGTyThX1AKBQKvVcqtxgsfjiUQiLha1RqPhVuMESZISiYRzRW2533KrqCmKomna8Ys6XIIe7WwWCASW1IYQYjx2oVDYqOWjTb+2Ll68mJiY+OiRyMjInJwchFBubm5ERERbTg4AAACwhcVB2m1KzOfPn09OTrb8Oy8vb/ny5d27d79z586XX37p5uYWGBjIRIQAAAAAC9jKzW1qyl6wYMHDf0dFRUVFRSGEXnvttbYGBQAAALRXHBs4AAAAANgNK5VmSMwAAADA37J/bobEDAAAADSno7/UnpeDxAwAAAA8gT3rzZCYAQAAAAcCiRkAAAB4MrtVmiExAwAAAA4EEjMAAADQIvapNENiBgAAABwIJGYAAADAgUBiBgAAABwIJGYAAADAgUBiBgAAABwIJGYAAADAgWBms9luF1MoFCaTyRZnNplMarVaJBLZ4uS2w+fzDQaDjcrERkwmk0qlEotZ20K8dbhY1EajUafTCQQCtgOxDkVROp3OnjeWtjMajVqtVigUsh2IdSiK0mq1bEdhHaPRqNfraZpmOxDr0DSt0Whsd/JGX3O7Jmbbyc/Pf/XVV3/77Te2A3F+paWlU6dOzcjIYDsQ53fhwoXFixdv3LiR7UCc340bN/71r3/t2rWL7UCc3+HDh7dv375ixQq2A3Fo0JQNAAAAOBAnScwuLi5DhgxhO4p2QSQSjRgxgu0o2gVPT89+/fqxHUW7IJPJBg4cyHYU7YK/v/9TTz3FdhSOzkmasgEAAADn4CQ1ZgAAAMA5kGwHYAWVSvXZZ58ZDAaRSPTWW2/hOL5s2bL6+vqgoKAZM2YYDIZHH6pUqhUrVqhUKh8fn9mzZ2MYxnb4XNJ8UVue8/XXX7/00ks0TTcqeTbj5iCrirrRk/l8Pquxc4xVRW15mJWVdeTIkfnz57MWNDdZVdRms3nVqlUVFRVSqfSVV16BezVCiPjggw/YjqGlDh486OHh8corr5SWllZVVd2/f58giBdffPHPP/8MDg6+fv36ow8vXLggEoleeOGF48ePu7u7u7u7sx0+lzRf1ARBfPzxx+fOnRs/fjxJkqdPn370f6VSKdvhc4lVRd3oyWFhYWyHzyVWFTVCSKVSfffddyKRKDU1le3YOcaqor548aJWq33hhRd0Oh1FUZybimkLXGrKjoyM7NOnD0JILBbzeLz8/PyEhASEUEJCQn5+fqOHnp6eRUVFcrm8qqpKJpOxGznnNF/UIpHoww8/7NChg+XJjf6Xvag5yaqibvRk1oLmJquKGiG0du3a9PR0tqLlNKuKOjs7GyG0bNkytVrt4+PDXtQOhEuJOSoqyt3d/fz586dPn+7SpYtKpbIsCCAQCOrr6xs9jIiIKCgo+OKLL0iSdHV1ZTt2jmm+qBFCOI4/bHF6/H9By1lV1I2ezGbcHGRVUZ8/f97b2zsoKIjNiDnLqqKur68vKCiYOHHi2bNnL1++zGbcDoNLfcwIoVWrVtXX1y9cuFAoFAqFQrVajRBSq9VisbjRw61btz777LMpKSk7duw4evTogAED2I6dY5op6kbPbP5/wRO1vKgbPdnukXJey4t6165dNE1nZWUVFxf/8ccfgwYNYiNeDmt5UVs6C7y8vHr27Hn79u2OHTuyEa9j4VKN+dSpUyRJzp8/37L0ZmRkZE5ODkIoNzc3IiKi0UO9Xm+ZCWYymQwGA7uRc07zRd3oyc3/L2ieVUXd6MnAKlYV9aeffrpo0aKXXnopISEBsrK1rCrqiIiIW7duIYQKCwu9vb3tH60D4tLgr99+++369evHjh07dOgQRVGpqakHDx48ceKEh4dHr169/Pz8Hn0YHBy8du3aY8eOKRSKKVOmWEZzgBZqvqgtz8nIyOjVqxdJko1Knt3IOceqom705ODgYHaD5xaritrysKGh4erVqzD4y1rW3kAOHDiwf/9+k8k0YcIEHOdSddFGYIERAAAAwIHAbxMAAADAgUBiBgAAABwIJGYAAADAgUBiBgAAABwIJGYAAADAgUBiBqB9+fzzz5cuXcp2FACAvwWJGQAAAHAgkJgBcH56vf7FF18MCQnp1q3b1atXEUJ1dXUzZsyIjY3t1atXRkYG2wECAP4H1sMCwPn9+OOPubm5+fn5crk8MTGxa9euGzZsMJlMOTk5hw4d2r17d9++fdmOEQDwANSYAXB+x44dmzZtGo/H8/LyGjp0KEIoLS3tyJEjixYtEovFS5YsYTtAAMD/QGIGwPnhOP5wCWLLQtBJSUmZmZl+fn4ffPDB2LFjWY0OAPAXsFY2AM5v5cqVW7du/f3335VKZUJCwltvvVVXV2cwGD788MN79+5FRUXV1dU93B8XAMAuSMwAOD+9Xv+Pf/zj4MGDnp6eQ4YMCQ0N7dmz58SJEysrKwMDA+fMmTN16lS2YwQAPACJGQAAAHAg0McMAAAAOBBIzAAAAIADgcQMAAAAOBBIzAAAAIADgcQMAAAAOBBIzAAAAIADgcQMAAAAOBBIzAAAAIADgcQMAAAAOBBIzAAAAIADgcQMAAAAOBBIzAAAAIADIVm5qlqtNplMDJ6Qz+fr9Xrn2JCDIAij0ch2FAyw7AFsMBjYDoQZTvO+IIQwDCNJUq/Xsx0IY5zp3UEIEQSBEHKyV+RML4fH4xkMBqYyDo/H4/P5jx5hJzFrNBpm3yShUKhUKplN9mwRiURqtZrtKBhAURRN087xWhBCQqFQo9E4x48/kiQpiqqrq2M7EMY4zbfGQiQSmc1mJ3tFzvRyhEJhQ0MDU1kMw7BGiRmasgEAAAAHAokZAAAAcCCQmAEAAAAHAokZAAAAcCCQmAEAAAAHAonZak4xLBcAAICDYme6FBdduVe/5Vrl0TuKO3KNwWT2l1K9Q1xmdvJO9hWzHRoAAADnAYn5yfKr1e8fvnuxTPlMgufXg8OiPAQkjhXKNb/n14zfnDMwwvWLQaEiPsF2mAAAAJwBJObmmM3o+3NlX58qmZviu3J0pPiR7NvRV9zRV/x8iu/8AwVD1l3f9EyMv5RiMVQAAADOAfqY/5ZSa5yx4+bma5X7pyW80ytQ3FSd2E3IWzM2um+YbPzmnBq1k6w9CQAAgEWQmJtWXq8b8ct1AkO/P5sQ6yls5pkYhj7oG9w9UDJ1e67e6AxrggIAAGARJOYmFCu0Q9dd7xHksnpMVEs6jzEMfTEoDJnR5ydK7BAeAAAAJ8ZYYv766681Gs3DhwaDYfHixR999NGaNWuYuoR9FCm0ozZkj0/w/HRACI5hLfwrEsd+GBW59nJ5ZrHSpuEBAABwbgwk5oaGhkWLFh0/fvzRg5mZmUFBQe+9915lZWVJCWfqkffrdWM3Zk/o4PlOr0Br/zbQhVrYJ+itPwoMJpjpDAAAoJUYSMwikejDDz/s0KHDowfz8/MTEhIQQgkJCfn5+W2/ih3UagzjN+cMjXJ7u6fVWdliWrIXj8DWXC5nNjAAAADtBzPTpXAcx/7a6qtSqYRCIUJIIBAolQ9ad3ft2pWZmYkQeuWVVzw8PBi5tAWGYWKxuC175WoMpukbL3QOcFk8qkOLG7CbsHRU/Lj1l2enhkqoVpYtSZI47gx9/ziOEwQhkUjYDoQZJEmSJOkc+zFjGIbjuNO8NciJvjUWJEkihAjCeVZHcLI3CMMwy57ZNjq/reYxC4VCy7bYarVaLH6wNlZISIjJZEIIkSSp1+sZvByfz9fr9a0uJrMZzdyWLeDh346IMhjaFFiKnyjFX7r81J03ega37gw4jjNbOGyxfBWd47UghDAMa8tnzKHgOM74d5BdzvRJQwjhOG42m53sFTnTy+Hz+QaDwZLO2s7yO+wvRxg57+MiIyNzcnKio6Nzc3PT09MtB5OTk5OTkxFCcrn80ZFibScSibRabauL6dNjxbkV9funJRj1OmObPzyvp/lO3nZzRpJHk1Ofn4ggCGYLhy0URTnNa0EI4Tiu0WicIzGTJElRlNO8NciJvjUWBEGYzWYne0XO9HIsGcdoNDJyNkvr8qOYb1vIy8tbvnx59+7d79y58+WXX7q5uQUGtrLL1j62Z1dtzCrfMD5GQjHTcNTZT5LkLVx/pYKRswEAAGhXMFZqAHK5nKnfGhbu7u5yubwVNeZLZfXjN+dsnhDTxZ/J/raMQsUbB26fe6EjgVvdXy0SiRoaGhgMhi0URdE0rVAo2A6EGZbeGaepMUskErlcznYgjHGab42Fpf9SpVKxHQhjnOwNcnd3r62tZbDG3KjS7Dy98a1Q0aCfsePmJ/1DmM3KCKE+IS40D//jlvPc+AAAANhH+03MeqNp5o6bw6LdJyV6Mn5yDEOzO/usunCf8TMDAABwbu03Mb93pAjH0Ef9gmx0/vEJnpfv1RfInWe8AwAAADtop4l52/XKfbnVP46J5hG2KgExnxgZ47bpaqWNzg8AAMAptcfEnFOp+uefd34cE+Ul4tn0QpMTvbdcqzDCCp0AAABarN0l5nqdcdbOvDeeCugaYPNlj7oFSIQ8PKPQSYYlAwAAsIN2l5jf+qMw3I1+PsXXDtfCMDQ+wXPHjSo7XAsAAIBzaF+J+edL98+XKL8fEdGW1bCtMibO40BejcbAzMptAAAAnF47Ssw5laqPjxatGBkhbe32Eq0Q5kqHu9F/3q612xUBAABwWntJzA0648wdN//ZKyiF6bVEnmhMnMeObBibDQAAoEXaS2J+64/CaA/h7M4+9r/0qBj3wwW1aj20ZgMAAHiydpGYN1+tOF1ct2RouN26lh8V4EJFuQuOFEBrNgAAgCdz/sRcINcsPHz3vyMjXQX261puZGiU+4H8GrauDgAAgEOcPDHrjKa5u/Je6OLbzfazlpsxNMr14C25AVYaAQAA8CROnpj/faxYwMPnp/mzG0aMp9CVJs8U17EbBgAAAMfHTusuTdPMnhDDMKFQ2Giv3CO3qjderch8qbtUwvDlWmFEvHfGnfrBcX5PfCaPxxOJRHYIydYIgiAIwjleC0KIx+NhrAxSsAEcx3Ecd5q3BjnRt8aCx+MhhJzm84ac7g1CCAkEAqZ2Z8fxxjVkdhKzRqNhaotpC5qmVSqVyfS/kc81Kv2cX7O/HBTmxjM6wgbdvYNEb/5e8F7vJ9fdnWZHcYqiMAxzjteCEBIKhWq1mqmvIrtIkiRJ0mneGuRE3xoLkUhkNptVKhXbgTDGyd4gmqbVajVTWUwoFDY6wtp4KFtb8Hth71DZqFh3tgN5oHuApKJBXyDXhLmyX30HANiISm+6UKqsVuldBWQHb7G70GnvscB2nPNDsyGr4lp5/dHnktgO5H94BN4nxOXPW/Lnu9hjmW4AgJ2V1+s+OVq0O7c6REZ7i/lVKl1+lbpvmOtraX6d/dgcfAo4xwkTc4Fc897hu5snxIj5BNux/MWACLcdN6ogMQPgfH7Lq/nH/tujY91PzUkOdKEsB2vUhvVXyidsyR0X7/HR0yEU4Tx9xsCmnG1UtsFknrfn1twuPl3svvTmE/ULczlTpFDBEmAAOJfVF+7NP1Dw89iorwaHPczKCCE3Aflqqv+pOUmFcs2wddfKlDoWgwQc4myJefGpEjMyL+gRwHYgTfAW88PdBKeLYNIUAM5je3bVlydLdk+O6xns0uQTvMX8TeNj0oKkw9dfv1OrsXN4gIucKjGfL1H+cP7+ipGRJO6gTUZ9w2QZsDYnAM7ifKny7T8Kf0mPifFsPLD2UQSOffR0yLRk75G/ZN+t1dotPMBRzpOYG3TGeXtvvd8vyJGHPfcJdTl6BxIzAM5AoTE8vzv/0wEhXVq2sOD8NP9nk73TN90or4c2bdAc50nM/zxYGOMpfDbZm+1AmpMa5FKs0JbWwU9mADjv7YOFXfwlEzt4tvxP3ngqoH+4bMq2XBhrAprhJIl5x7V7f96qWTI0nO1AnoAisNRA6dFCBduBAADa5EhB7fE7is8HhVr7h5/0D/GR8F/Yk29yisVqgC04SWK+VdXw7YhITszl7xXicuIuJGYAOExjML31R8HHT4fIaKvvOQSO/TAyslih+exYsS1iA07ASRLzW30j+oe7sh1Fi/QKcTlxRwG/lQHgrhXn7gW60OPiPVr35yI+sW5czC9ZFbtzqpkNDDgHJ0nMHBLvJTSYUW6V86yCC0C7UqXSL88s+7BfcFtOEuhC/TgmasHvBTcq4VbwtzQG09X7DccKazOLlRUNerbDQQgh++zey4G2XyeDY1iPQMnJu3Wxzc6vAAA4pq9PlQ6MkCX6tHWvpLQg6Tu9Aqdty/1zRgc3IY+R2JyDwWTecaNqy7XKU0V1PmK+h5DUGMyFcrWvhD8s2n1WJ59gGfXks9gmsNEbst94KmCcu213YYDEzIJeIbLDBbVzUnzYDgQAYJ0ypW7T1Yrjs5lZh392Z5+r9+vn7M7fMiHWYVdfsLM/8uXvHiqUUMRznX1XjY5yEzxIUgaT+WyJckd2Va/VV0bGuC/sE+Qt5ts5ts9PlBjNqEeQ1NYXYiAxGwyGZcuW1dfXBwUFzZgxw3KwqqpqwYIFXl5eCKH58+f7+T15H+L2o2eIyyfHiowmMwFfRQA4ZdmZ0tGx7kEujNXYvhocPmpD9qLDdz8bEMLUOR8nVxsultXnV6urVXoegflK+F38JTEeQofa8blBZ1zwe8Gpu3WfDggZEe3eKDYSx3oESXsESd/pFfjZ8aIeq7I+fjpkUqIVc9XaAPb/xAAAIABJREFUKKNQsfby/cMzE3mEzbuAGUjMmZmZQUFB6enpX375ZUlJSUBAAEKosrJy6NChEyZMaPv5nU+4Gy3k4dcrVEltbg0DANjNPaVu87XKY4xuW8cnsLXjogeuuRbhRj/XmeFWNL3RtD9Pvv5KeWZxXZyXKMZD4CXmKzSGGxWqz44V8wlsarL37M4+rgL2m04L5Zop23Ij3QUn5yS5NDvW3VPEWzwkfEIHr5f25v95q2bZ8Ag77FdUptS9uCdv6dDwQOZ+kzWDgfcjPz8/NTUVIZSQkJCfn29JzOXl5WVlZcuXL4+Pj+/bt2/br+JkegRJT91VQGIGgEN+OH9veLQb4x2cXiLehvExozZkB0ipQZHMzC4xmc1br1d9eaJYzCdmdfZ5tE3YwmxGp4vrVl+41/W/l+en+T/fxZfFBrxLZfVTtuXOTvF5PS2ghZX4bgGSjFlJ/9h/e+CaaxvGx4TacsFHndH03M68CR28hkS52e4qj2IgMatUKqFQiBASCARKpdJyUCgUJiQkdOzYcenSpe7u7omJiQiho0ePXrt2DSGUnp4uk8nafumHMAwTCoVm7kxC6hfltfdGxZuiJhIzj8cTNXWccwiCIAjCOV4LQogkScyhGv7aAMdxHMed5q1BdvnW1GkN669UHJ6bYosLdQ0VrZ/QYerma7umJ3cPkvF4PIRQqz9vmUW1r++7qTOYvhoeMyzG8+9OMzBWNDDW92Jp3cu7cvbn1655JiHEVdDql9C8Zt6g03drJ2zJ+Xxo1LRO1vV4ikRoy9SOXx4vHLLu+sZJiT1DbTVj9p3dOUI++Z9hfxkHIBAImMo4ON64bZyBtnKhUKhWqxFCarVaLBZbDnbt2nXAgAEeHh79+vXLy8tr+1WcTM8Q2ak7tUa7jLwHALTd6nMlqcEu8d5iG52/f6T7slEx49ZfuVja+g3oFBrDK7tzxq67Mr2zf+bL3YfH/m1Wfqizv/T4C136hrs9teLcn/n2nld95m7tuPVXvh0Va21WtsAw9Fbv0KUjY8b/krX9Wjnj4SGEVp4t+SOvev3EDvYcncdAjTkyMjInJyc6Ojo3Nzc9Pd1ycNOmTXFxcUlJSUVFReHhD1bK7NOnT58+fRBCcrm8oaGh7Zd+iKZplUplMnFm+VkfGon5eGZBRbJv4++5SCRitnDYQlEUhmHO8VrQ//8A5VCrTDNIkiRJ0mneGmT7b43eaPr+dNF3IyJsepVh4RJlv+BRay9vnpzYI1imUlk3xXnfzep3Dt7pFiA5OSfJW8zXqlUtX5T/jVSfDh7Us1uuLeoTNL0j8zsONPkGXb3fkL75xpeDQgeHidtSsINCxRvGx0z/Nae4Rjk3xbdtkf5FRkHt+3/e2jU5Xoj0DY9MpKZpWq1WG41GRq5iaXJ+FPHBBx+08aR+fn4HDx48ceKEh4dHr1698vLyNm3aNHLkyC1bthw6dAghlJ6e3qhNRqPRMHuDEwqFjJ/T1q7eb9AazV0f25eGz+fr9Q4xlb6NLHd/rdZJduzg8XgGg4HtKJiB4zhFURqN8+wNbOtvzd6bNVn369/r26ZFRVoiwVsULKOe+zU3SCaIcmtpZ3axQvvyvtubr1V+OSjs9R4BrRsMFeEu6Bsme/1AgdpgSmN6RtDjb1CBXDN2042FfYInWLMLyN8JcKEGRri+/cedigZ9rxAXRjqdrpU3TN1+c/nw8MdLg9mMw+PxLJ0XD2GsJDO5XM7Ubw0Ld3d3uVzOoRozQmjdlfI/8uUbxsc0Ou5MNWaaphUKJ1kY3MlqzBKJRC6Xsx0IY2z9rRm6/vrUJK/JiV62u8Sjsqr00zZfGxAu+6BfsIRqLsvWaQ3fnS1bdeH+lESvt3sFtn188p1azbiNN0bHeSzqE9TGUz2q0RtU0aAfuu7a1GTv11L9GbxKaZ124tbcDt6iJUPD+G2b1HSrWj1qQ/bbvQKb3LHQ3d29traWwRpzo0ozLMnJmrRA6dkSJewwA4CDu3yvvqBGPS7eflNm04JlZ17qWq3Wp668suZSubqpPSKLFdpPjxWnrLicXaH6bVrCx/1DGJk1FCKj905L2Jtb/VFGUdvP1qR6nXHS1pwBEW7MZmWEkL+U2js1vqxOO2FLbq2m9e1bltr8C1192dpHmP3pa+1WuJuAIrDsClUHb+cZHAuA8/nx4v2pSd4UYdcx+Z4i/pqx0RmFiiWnSz4+WtQrxKWDt8hDROqM5sIazblS5c0q1bAot20T4xifdekn4e+aEj96QzaOoYWM1psRQnqjadbOvCAX6tP+NukXkNHk1omxrx8oGLTm2rr06GgPq1c+vl6umrDlxtwuvq90Z/h3Q8tBYmYNhqHUIOmZ4jpIzAA4rBq1YW9u9ck5yaxcvW+oS99QlwK55sht+c1qdXZFA0Xi/hL+62n+vUNlQp6tmjz9JPydk+NGbcgmcPTPXozlZrMZvfpbgUZvWp8eg9ts8iGfwJcPj/j+bNmw9dmfDQgZn2BFU8eBvJp/7L+9qG8QW3VlC0jMbEoNlJ64q2B2GCEAgEEbssp7hcjss97T3wlzpcPsfpfwl1I7J8eP2pDNw/E3ngpg5JzvH7lzvbxhz9R4OzQ/zOvm19FP/OKeWwdvyT8dEOolesI2IRqD6d/HirZcq1w5KrJvGJPLbLQC9DGzKS1IeqaoDnqZAXBMJrN57eXyWZ3YrDyxKNCF2jk5fsPViq9PlbT9bN+cLt1/s2brxFhZsytuMig1UHr0uUQxn+ix8sriU6VKbdNjtUxm866c6l6rs3Kr1IdnJrKelRHUmNkV7SFAGJZXrWpFRwgAwNaOFiowhPUOdWE7ENYEy6hdk+PHbMzWGU1tadNecvLuTxfv75ka72PfLaFkNPnN0PDpHb0/P1G8LLN0eLRb7xCXDt4iTxG/XmcskGvOFCl23KjiEfi/egeNimm8cwZbIDGzCcewrv6SM0VKSMwAOKA1l8und/S2XW8oJwTLqN1T4sdtulGnNX3aP7gVpbHsTOmqi+U7JsfZdEXrZiT7ijc9E3unVrMju3rj1cr86qIqlV7CJ/wk/K6BksVDwp8KljrUuwyJmWWpgZLMkroZ7bWtDACHVabUHSusXTI0nO1A2BfoQu2fljBhS86snXnfj4hs+aAzk9n8YUbR3tzqP57r7CdgudMuREa/3sP/9R6sjbVuOehjZln3QOmZotYvjQsAsJFfrpQPiXJzc4AtER2Bp4i3d2q80YSGrrt2q1rdkj9RaAxTt908fqd237SESGgUtAYkZpYl+ogUWmORwknWrQTAORhM5l+yKtidM+NoRHxi7bioUbEeg9ddX3nhnqHZPXgyCmp7/3hVShP7p3Xwk9i1X9kJwI9BlpE41sVfcvquIsheq/0BAJ7oz1tyCUWkBjK8ZDTX4Rg2P82/d4jLm38UrLtc8XI331GxHoJHWrZNZvOporrvMsuuljd80j9kbJwHi9FyFyRm9qUGSjNLlBMhMQPgMNZeLn822duRxgM5kE5+4oPTO+y9WbPiXNmbfxR2C5SGudJmZK5s0F8orecR2LPJ3j+OiRIxsURo+wSJmX3dAyVbr1ewHQUA4IFihfZMcd2KkZFsB+K4CBwbHes+Ota9RKE9X6oslGsJHMV7il5PC0jwFjrUCGcuajoxV1ZWenrab8X2dq6zv6REoS2v13nbd4YfAKBJ6y6Xj4hxd4VhXy0Q4EIFsLosmlNqevBXSkrK2LFj9+zZ4xwbAzs4isCSfMXnSuvZDgQAgAwm8+ZrldM7wrAvwJqmfxIWFBQcOnRo/fr1r7766pgxY6ZPn56UlMTgVWma4WnmGIYJhULu7pXbO9zjfJlqYqdAhBCPxxOJnGFbC4IgCIJwjteCEOLxeJizNNDhOI7juNO8NYjRb83O7Ap3Eb9PlA8jZ2sdHo+HEHKazxtyotvaQwKBgKmMg+ONa8hYM6dWKBQbNmx45513CIIICwv79ttv09LSGIlDLpcztcW0hbu7u1wuN5ma2LWUEw4X1H5y9G7GrCRk+y3f7YaiKJqmFQoF24EwQygUqtVq7v74exRJkhKJRC6Xsx0IYxj81ozdeGNEjNvMTmwmZpFIZDabVSoVizEwy2luaxbu7u61tbVMZTGhUCgU/mWed9NN2Rs3/h979x3QxPk+APy9yyRhBMLeewiCW0DrAvcW3FZxVOtoq7X9am1rq1Y7qB1WO9U6qjjrok5UXHUPhjIiQ4ZsAoQMMn9/pOVHMSIjyd2F5/OXHpe7J3e5PLn33vd5948fP75r167p6emJiYlVVVXbt2+fPXu2XoIAL+rtYp5VKavtwMzeAICOE1RJH5XWt2miQAD0TndT9qVLl5YtWzZkyBAa7Z/+7t27d9+0aZMRA+tcLFn0IDuzO8WioT7WRMcCQOe160FZbLCdOYzzAYRqnpinT5+u/cfOnTt37tzZuDwhIWHKlCnGi6vzCXe1vFkAiRkAwojlqoPpFadmBRMdCOjsmifmBQsWEBIHiHC3/PHOc6KjAKDzOphW0dWBG2QHVZ0BwZon5qioqOrq6l9//XX16tWEBNRpRbhZLjohkCjUJtVzEQDq2PWwbNVrbkRHAYCuzl9WVlZ//PFHbm6u8aPpzPgcupc1+16xiOhAAOiMruTViOSq4X7wLAkQT0fnLxqNFhwcHBgY2KtXLxeXf6auPHz4sHED64zC3SxuFtaNDHYmOhAAOp2f75bM6+FAx01n6DCgLt29st9+++23337byKGACDfLPY/KiI4CgE7naZX0dpHoZyiODchB9zjmyMhIW1tbc3Nzc3NzjUazfv16I4fVOUW6W94vFsmUVC2TAgBF/Xjn+bSudlZsKI4NSEH3B3HRokXJycmlpaXdunXLzMxcunSpkcPqnJwsmM6WrHtFtd3tYDYLAIykXKz480nV1QX6rDoMQEfovmM+derU48ePly9fvmnTpnv37qWnpxs5rE4rws3yWp7pFEoEgPx+vlMyyt/GHaZIAqShOzFr53wMCQm5c+eOu7t7Xl6ecaPqvCLdLW88M5Hi0gCQX12Dcu+jsrfCocclIBHdTdkjR44cO3bs77//Hh0dXV5ebmtra+SwOq1+7pb/O58nV6mZNN2/mQAAevTznZIId0soKgJIRfe3/xdffLF582YnJ6fffvuNy+Vu27bNyGF1Wq5WLAdz5sMS05mGBQDSqpUpf7tX+r/+UFQEkIvuxIxh2J07d954440+ffpER0f7+PgYOazObKCX9XVozQbA8LbeLunvYRniALfLgFx0N2V/8sknd+/ezc/PxzDs448/joiI2LBhw8s2oVQqt2zZUl9f7+7uHhcX18JC0BoDvW123Clc2Y/oOAAwaSUi+Y77JadfDyE6EACa033HfODAgUOHDrm4uNBotDNnzuzdu7eFTdy6dcvd3X3t2rUVFRVFRUUtLAStMdDb+m5RHYxmBsCgNl0tjAm2DYSny4B8dN8xy+VyhUKh/bdMJmOz2S1sQiAQREREIIRCQkIEAoGrq+vLFj569Ehbgrtfv35crp4na2CxWBqNRr/bJIQVi+VhbZZa0TDAi9ple+l0Oo7jLX94KIROp7PZbNP4jOE4jmGYyZwa9O/Zaf36D5+LTmdVP3y7L5tNxpoBdDpdo9F05hNEfiwWS63Wz+0Tjje/Q9admJcuXTps2DChUBgfH79v377Fixe3sFGJRMLhcBBCZmZmIpGohYX5+fl37txBCPXt25fBYHTsvfwHhmEMBsNkvjQH+fCvF9RF+dsTHUuHaL/99XuiCUSj0RBCpvEZwzDMlE4NQgjH8da/HZVa8+5fgg+GeLtYk3QuN+03dac9QeSHYZj2x5OBtq87Mc+ZM6dHjx7JyckqlWr79u29evVqYRMcDkcqlSKEpFKpubl5CwsnTJgwYcIEhJBQKGzM1nrBZDLr6+v19fuFWFwuN8KFs+3283f7OhAdS4ewWCw2m63fE00g7UfaNBIznU63sLAwmVODEOJyuWJxa8cy/HavVNygmNPVmrRHgMvlajQaiURCdCB606YTRH5MJlMsFqtUKr1sTXsT25TuZ8y9evXaunVrr169Vq5c2XJWRgj5+fllZGQghDIzM319fVtYCFqpv4dlaqm4VqYkOhAATE2eUPbltcLvRvkwoFQAICvdH83c3NxFixYdOnTI39//3XffTUlJaWET4eHh+fn58fHxNjY2bm5u2dnZW7dubbbQMMGbLB6bHmzPuVFQR3QgAJgUpVqz5NTTRb2dejibEx0LAC+FtdA0V1tbu2/fvtWrV9NoNG9v7x9++CEyMlIvexUKhfpqBNDi8/lCodBkmrLFYvHG5AKRXPXFMC+iw2k/bVN2ba2JjMk2vaZsodB0qrK3sqX0wwv5D0vqT84KJvm8y9CUTXJ8Pr+mpkaPTdnNWrN13zHv379//PjxXbt2TU9PT0xMrKqq2r59++zZs/USBGiNgV5WV/JNJKUBQAb7UspPZVXtnORP8qwMgO7OX5cuXVq2bNmQIUO0PVERQt27d9+0aZMRA+vs+rhalIjkhbUNbjDpDQAdlphV/cmlZ0emBTmak3F8FABN6U7M27dvf3HhlClTDBwM+H9MGt7fw/JiTk1cD2r3zQaAcEcfV646n7cnJqCbEzxaBhQA/RLJa4gX71JeDdFRAEBhCpV645XCj5LyE6YERrpbEh0OAK0CiZm8on2tr+bXylWm0KMNAOO7VSgauivtRkHt+biuvV0siA4HgNbS3ZQNyMDdiuVkwbxdJHrNw4roWACgjCqJ8kKOcH9KuaBKurK/67weDjgGvb0AlUBiJrUob96Fp0JIzABoFdU25NfISkRyiULdWIFHolAjGr2iTlpaL39aJS2sk/dxMY8NsY0NtuMwoFEQUA8kZlIb7me98kzu+ihP4+xOplT/lVWdXi6WKNRO5ozRAXw/vplxdg3Ay0gV6sSsqjPZ1TcKRRK5ysua7WLJNGfSLFn/fH2x6Jglh+7OY/VxtfC2YYfYc80gHwMqg8RMauGuFtVSZValJMDWsJPTqTWaX++VfnujyNvGLMLN0p7LyBE2jNid3sfVPH64tysM2QJEqJYofrpTsvNBWYCd2fhA/v9ec/Pjm9F0jUI2sfoVoJODxExqDBoe5c07KxAaNDELpcp5x7KrJIp9kwN7Nekj8+Uwry+uFgzamfrbBP/BXtCcDoxHo0H7Uss3XH7W38Pq1OvBXWDWZNCZQIMP2Y3wsz4nMGDpxBKRfOwfj10tmUlzQ3v9t+cqh4Gvj/L8aZzvgmPZiVnVhosBgKaqJMqZhzO33X7++6SAHRP9ISuDzgYSM9lF+fDSysSl9XJDbFwoVU4+kDHYy2rLaF8mTXfP1aE+1ntjA975K+dWIUnnyAOmJKNCMnRXqh2XcXFuKIw8Bp0TJGays2TRB3nxDHHDKldpZh3J7OHMXR/l2fJwkkh3y69HeMX9mVlY26D3MABodKtQNO6Px2/2cfp+tA90qAadFnz0KWBcoM3xJ5V63+zq87ksGv7NSJ/WDPKc2MV2RqjDmycFSrUpTK8ESOhKXs2sI5mbR3ov7OVEdCwAEKmlaR8NRyqV6neDZmZmMpnMNKbkYzAYCoWi6ZI6mdL7q2upyyOdLfXWO3r3/eJNl/NuLO5ry2W08iUKlXrwr/dGBdiuGeLdmvVpNBqdTm9oMJGb7BfPC3XhOM5kMmUyGdGB/L+bz2om7X20PTZ4dKBdO15uSmcHIcRgMBBCJvaOTOntsNnshoYGfWUcHMdZrP98txPTK1smk+l3PmY2my2RSExpPuamS2gIDfK0SnhQ+GZv/dxJCKqkq04LDkwJNENysbgNT6+3jfYetjtthI9Fa3qJs1gsDMNMZhCLic3HTKfTyXNqMisksfsexw/3GuTGaV9UJjZcCuZjJjk2my2VSvU4H3OzJdCUTQ2TQ+wOpJbrZVNylXrRCcGycOferm2uHuzLN1vW1+XdM7lqk8hPgAzK6uUzDme+399tYhdbomMBgBRgHDM1DPPlrTyTk1oqDnXkdnBT8deKOAz87XDn9r18WbjTsYzKA2kVM0LtOxiJvjwqqT+cXnn9WW2FRGHOpAXaccYF8scG8lkv6WcOyKNBpZlzNHuEn/UbvRyJjgUAsoA7Zmpg0vCYYNuEDt803ysW7XxQtm2sn87ySa2M5LMoj43JBaIGfT6MaJ/SevncP7OmHMyg4Wh9lMfxGcE/jfMd4GH5272SiF8ewthr8nvvbK45i2a0orMAUAIkZsqYHmr/Z0aVTNn+5+gypfrtv3LWDnb34HWoE9lAL14vF4tv/i7qyEY67tqz2iE7Ux3MmXfe7L4+ynOgF8/f1qyns8WCXk7n5nTdEOX54YW8lWdyG1TQ6k5Sux6U3Syo/W28H729PxMBMEmQmCmjqwPXx5p95HH7x01tulLgasWa3c2h48F8MsRj14MyAoc1J2ZVxx3N/mq49xfDvHhsHU9kRgfYXJwXmiuUTT3wpF5O/M09aOZRSf2G5IKdEwOszeCBGgD/AYmZShb1dvr1bkn7+l3dKhQlpFZ8O9JbL1PTeluzp3a1++JqoR621XZnsqtXnM7ZGxswJsCmhdVsOYyDUwOtzeiTD2SIITeTSa1MueB49idD3DveZwIA0wOJmUpGB9jUNaiuPatt6wvr5aqlpwQboj1d9DcS+r3+rmcFwsflxh7Rca9Y9NZfOTsn+bemXiOThm+f4O9ozoz7M1uuMoXRdKZhxemc7k7memm8AcD0QGKmEjqOvdnHafONNj/c/fBCfrADd1rX9pRueBlbDmNRb8fPrxbocZuvVCKSzzma9flQz9c8WjvbFQ3Hfh7vJ1epV57JNWhsoJV2PyxLK5N8M9KH6EAAIClIzBQT190hTyi7nFvT+pecyKi6mFvzrQG+Bxf3cb5bJLpbZKTJLeQq9fzj2RO72E4OadsvDBYN2zUp4Fah6Je7JQaKDbRSZoVk/eWCX8b7WbBoRMcCAElBYqYYNh1/N9L186uFrSzxkSeUvX8ud9sYHz5H/11sLFi0t8JdNhnrSfMXV4twhD4Z7N6O11qb0ffEBsRfL7ptrJ8R4EUNKs2iE4J3Ipx7OJsTHQsA5AWJmXpmhtlJlepdD8peuaZEoZ5zNGthL6eBXjwDBTO/p6OgStqOx95tde1Z7R8pZT+N82PQ2vmhDbLjfD7Uc+Hx7CqJUr+xgVZadymfz2Esa29xGwA6CUjM1MOg4d+N8t50tbCoxdFKSrVm0QmBpzV7ZT9XwwVjxsCXRzh/buCb5roG5VuJOV8O83Kz6lDntckhdoO9eW//9RQqihrfhRzh0ceV28b64noZGACA6YLETEk9nS1md3OYeyxbotDd01it0aw4k1spUfw8zs/QX4OzuzuWiuQXcoSG28VHSfm9XMz1Ukt501CvXKFs54PSjm8KtF65WPF2Ys53o3ycLJhExwIA2UFipqoPB7o5mDMWHMt+sRaYRKGe+2d2Rrl4/+RAI8w2z6Rh7/V33XSlwEAzW1zMrUnKqflqeKvmmnwlDgP/ZZzfpiuFWZWmM3UPyak1mmWJT8cF8Uf6tzTuHACgBYmZqmg49ut4f5VGM3xXWkrpP/OpqTWapJyawTtSVBrNiZnBRqupNCXETqbUnMzUf23qernqvbO5XwzzstHfewl15L4V7rTk1FMFjGw2im23n5eK5FAQG4BW0sOXnVKp3LJlS319vbu7e1xcnHZhZWXlypUr7e3tEUIrVqxwdobuHvrHYeAJUwJ/uPV8yoEnNhyGiyUro1zMoOEfDnSLDbYz5oM8Oo6tfs3t86sFo/2t2905S6cNyQVhjtxxgXw9bhMh9Fa4y4WcmvjrRWsGtqePN2i9e8Wi7/5+fnp2MEz2BUAr6SEx37p1y93dPTY2Nj4+vqioyNXVFSFUUVExatSoqVOndnz7oAU4hr0T4bK4j/PtojqhVOnBY4c6cAnpWzMukL/19vN9KRVxPfRWzulWoejYk8prC8L0tcFGNBzbNtY3amfaMF/rXi5tnpcatJJQqlx4QvBZtGeAbfOp4AEAL6OHxCwQCCIiIhBCISEhAoFAm5jLysqeP3++devW4ODgwYMHa9fMz88vLy9HCHl7ezMYjI7vuikGg6FWm0LLJI7jbT04DAYa4kv8JPPror0XHsuc2cNZ+2CbRqNhGNbuEy1TqlecyVkX7e1qbZByyn52jPVDvZYl5lxb1LM1T+JpNBqDwdCYRH/uDp6aVlJrNG/9ld3Pw2p2T4M3mLXjqiEzGo2m0WhM6R2Z2AlCCNHpdBzXT+sg9sK9lB4Ss0Qi4XA4CCEzMzOR6J/qDRwOJyQkpHv37t9//z2fzw8NDUUIJScnX7x4ESG0adMmHk+fI2sxDDMzM9PjBgmE4ziNRsmiSKNCuN3ulGy7U/rpMD+EEIZhOI5zue1MqxvPZLlbc97s52O4BoAl/X3PP6399PKzbRNDXrkydc/LizAMwzCs3aemlTZefFoskh+aHcFhGvy4mdLZQQhpv/FN7B2Z0tvBMIzD4ejrZ/qLt5RYuzedlJT0+PHj8PDwJ0+eREZGBgQEnDlzhs1mN94fa12+fLmqqio2NrbpQqFQqFLpc7YfPp8vFApN446Zy+WKxWKio2inzArJyD3p1xaEuVqxWCwWm82urW1P7ZGHJfWxCRmX54e6d2zg8iuVixUDtj/aOsYv2ucVvxQ5HI5UKjWNO2Y6nW5hYSEUGnCE24Uc4dJTT8/O6eptzTbcXhpR+qp5EZfL1Wg0EonpDBwwsRPE5/Nramr0lcU4HI725rZR++/Eo6Oj33nnnb59+/r5+WVkZCCEMjMzfX19tX9NSEhISUlBCBUUFDg6OnYgZkAlgXacqV3t1id3aGaLBpXm7b9yPhjgauisjBCy5zK+Genzzl9PKyUKQ++r88iulC45+fSncX7GycoAmBg9NJGHh4fn5+fHx8fb2Ni4ublExpbOAAAgAElEQVRlZ2dv3bo1Ojr69OnTn3zyiVAojIyM7PheAFWses3tWn5tcl4bptloZmPyM3suY35PJz1G1YJR/jYj/GzeTswxiZth4lVJlDMPZ66IdInyNlQhWABMW/ubsjsCmrJbYAJtPofSK76+XnRrSW9rC25bm7Kv5tcuOJ59eV6oHqeOfiWJQj10V+qsMIfFfV76awCasltDqlDHHHjSxY7z9Qj9FIRpJRO4apqCpmySI29TNgAvMznYzoPHXncxr60vrBArFp8UxA/3NmZWRghxGPj2Cf5fXy+6VwxzT7WfQqWedyyLx6J/McyL6FgAoDBIzED/MAx9P9rnQGrZRUFl61+lnXVjVIDN+CA9lxNpjSA7zmfRnvOPZVeI4WFzeyjVmsWnntbLVTsn+dNxqCUCQPtBYgYG4WzB/GaU37zD6c9F8la+5KOkfJlKvTGasJut6aF2I/xt5h3LkkOpzjZSqjVvnhQU1cr3Tw5i0+FbBYAOgUsIGMqkEPvp3ZzmHM2SvmQKrKZ+uFV87qlw96QAJqGFGzdEedAwbOXZPJN4lGwkMqV6ztGsEpH80LRAC5bpjFUFgCiQmIEBbRzh72jOnHk4s+XcvO3281/ulh6Z1sWOS3BtICYN3xUTcL9Y9MW1Do346jwqJYpJ+5+o1Joj07pYsow0aQoApg0SMzAgGo7tmOjPYeIxB54U1zW8uIJcpVl5JnfH/dJjM7r42JBizCuPTT84NehgWuUPt4qJjoXs0sskw3elBTtw/pgcaGb4CUYB6CTgWgKGxaRhv0/07+1iMWRn6i93SyT/3jrLVZpTWdX9f3uUK5Sdj+vqxydRRVU3K9bR6V1+vVu6+UYR0bGQ155HZeP3PV7a1zl+uDf09gJAj6DpCRgcg4avG+IxzNf66+tF6y8/62LPRQjlVEvdLFmrXnOb1MWWkOmwWuZjwz71enBswpOyesXGaA/9zmVJdeVixXtnczPKJYenBfVwNic6HABMDSRmYCT93C37zehSLlakl4kxhLxtzDx4Rh2s3FaePPbp2V3n/pkVk5Dx0zhfPw5MXIjUGs3+1Ir1l5+NDeD/OD/U3PCzUwDQCUFiBkZlz2UMoU6lRnsu49iMLhsuFwzakfrZcN/JQdaducn2dpHo46R8iUK9a1JApLsl0eEAYLIgMQPQEiYN3xDtOSrA5oMLz366WfhOhPPYQH5ne6SaWSH5/GrhrSLRyn4uc7s7QMM+AAYFiRmAV4tws7y5pM+euwXf/l38YVL++EB+lI91X1cLkx+2m10p3Xyj6EKOcEFPxy2jfazY8I0BgMHBZQZAq9BwbFqo/dSudg+e15/Kqtp45VlGhdTVkultzXa2ZDmaM63N6Dw2ncem25jR7c2ZThZMYouldFBmheSbv4svPBXG9XC4+2YPPge+KwAwErjYAGibHs7mPZzNPxnsIVGoMysk+TWy4rqG8npFsUgulCqEUqVQqiytl4vlahdLpj/frLuzeaS7ZR9XSxZF8nRWpeTr60UXc2vm9nC8txhSMgDGRsy0j2KxWL/75XK5EonENKbkYzKZcnlr60uTGZ1OZzAYUqmU6ED0o63nRdSgeloleVIuvldUdzVP+LyuYWSA7cxujoN9rHGix4fhOM5ms1+cVfBZjWzjpbxTGRULerss7+/O5xBciK31TOaq0WKxWBqNxpTekYmdIC6XK5VK9TXRMJ1OZ7P/U16JmN/CSqVS73MnG2KbhKDT6QqFKUxwhGEYjUYzjfeCEKLT6UqlsvU//tg4CrFjh9ixpwTzEfLKqZYee1z5zqksOo7einCdFmrPJK4LFZ1ORwg1PTXVEsXX14v2Piqd1c3h/tJe2tqoFDp3JnPVaDEYDI1GY0rvyMROEEJIoVDoK+PQaM27qhCTmNVqtb6mmG6kUqlMIzFrNBq9HxxCaE+HabwX9O+Htt2tMp5WzBWRzu9EOJ3JFn5/s/jbG4VrBrpPDCKmuAqGYY0fM6Va8/uDsvjrhYO8eFcXhLlbsRAFz5rJXDVaarXaxN6Rib0dpNcs9uK3Cjw9AsB4cAwbHWAzyt/mdHb1usvPfn9QGj/cO9COsNIld4tF753JZdCwfZMDe7tYEBUGAKApSMwAGBuGodEBNkN9rbfdfj5qb/qi3k7vRroYeXBwjVSx8kzuycyqDwa4xfVwIPyxNwCgERQKAIAYTBq2ItIlaW7otfzaYbvTMiqad8UynDPZVaGbr9XIlDcWdpvX0xGyMgCkAnfMABDJ25p9clbwT3dKRu9Nf7+/25u9nQyaJaulyg/O590oqPspputrzkwD7gkA0F5wxwwAwXAMW9rXOfH1kITU8skHM0pEhhpVkphV1f+3R3Qcu7W457hgBwPtBQDQQZCYASCFLnacC3ND/fnsQTtSTmZW6XfjVRLlG8ez11zI/26Uz7axvjyorAkAiUFiBoAsWDRs01Cvn8f5fZSU/+ZJgVCq7Pg2NRp0ILW8328PuUzatQVhw3ytO75NAIBBQWIGgFwGe/OuLgjDMazfb4+OZ3To1jmjQjIp4ck3fxf/Ot7/u1EwBQUA1AAXKgCkw2PTfxzrm5RTs+pc7t5HZRuiPbu0caxzWb386xtFRx9XLunjvCzcmU2Hn+AAUAZcrgCQVLQP78bCbpHulmP3Pl50QpBWJm7Nq3KFsg/O5/X95VGDUn1tQdh7/V0hKwNALXDHDAB5sen4yn6ucd0df75bMmn/Ex8bs0nB/CFePF++WbM1c4WyK3k1JzOrH5bUx3SxvTwv1MuarXObAACSg8QMANnxOfQPB7qt7OfyV1Z1Ylb1l1eLEELeNmztM2NRgzJPKFOqNZHulpNDbHfH+Fuy4LoGgMLgAgaAGth0PCbYNibYVq3RPKtpyK9pEDUoEULmTJoHj+3JY9FwKOAFgCmAxAwAxeAY5mXNhpZqAEyV3nqFbN68WSaTNf5XqVR+880369ev37Vrl752AQAAAJg8PSRmsVj88ccfX716tenCW7duubu7r127tqKioqioqON7AQAAADoDPTRlc7ncdevWrV27tulCgUAQERGBEAoJCREIBK6urgihmpoasViMEGKz2TQareO7bopGo2EmMUkOhmF6PziEwHEcIWQa7wX9e15enNKcirQXi8mcGmRCV40WjuMajcaU3pGJnSD07/ebXryYufTzjBnH8WablkgkHA4HIWRmZiYSibQLd+3adfLkSYTQzp07PTw89LJrLQzDLC0t9bhBYrFYLKJD0A8Mw3g8HtFR6A2bbTqPdU3s1CATumoQQhiGaTQaU3pHyOROkB4zjlLZvPhu+xNzUlLS48ePw8PD+/bt++JfORyOVCpFCEmlUnNzc+3C5cuXL1++HCEkFAqrqvRZpp/P5wuFQrVarcdtEoXL5WrbFaiOxWKx2eza2lqiA9EP7UfaNO6Y6XS6hYWFUCgkOhC9MZmrRovL5Wo0GonEeFN0G5qJnSA+n19TU6NSqfSyNQ6Hw2Awmi5pf2KOjo6Ojo5+2V/9/PwyMjICAgIyMzNjY2Ob/VWPjQBaRUVFXC7XZJpKTOONNDQ01NfXm9Jdpt4/t0RRKpWlpaXaNi2TYRpXjVZdXR1CiMk0qQmzTekEFRUVcTgcfb0jQzVlN5WdnX3+/Pk333xz69at8fHx9vb2bm5uzdaxsrLS707HjRt35MgRBwcTmWLWzKx5XScqunDhwrFjx3788UeiA9Ebk8lkT548WbNmzfHjx4kORJ9M46rR+vrrry0tLRcuXEh0IPpkSicoJiZmz5492r5ThqC3xLxhwwbtP/z9/f39/RFC2lZrAAAAALSeiRQYGTdunCn9HDMNrq6u/fv3JzoKoAOPxxs2bBjRUYCXCg0NNaVnQKZnzJgxXC7XcNvHTKMzCwAAAGAaTKQzCwAAAGAaaJ9++inRMfw/kUi0fv36qKgoQ2xcqVR+9913Fy5cyMvL69atm3bh5s2be/ToQaebSJO+0axdu/bhw4faGjIvc/z48fz8/KdPn5aXl2s7AMIpMBqdl9LZs2cbz0VTcF4MIS0t7Ycffrh06dLVq1e9vLxaM2p8z549XC7XxsamNduHs9ZxpM04pnnHrB1C3UyzKqE6K4mC1hCJRBKJ5OnTpy+Oi28klUonTJgwYsSIpgvhFJATnBe9Kysr271796pVqz777LPFixd/++23TacSQAilpKQcPXq0HVtu/HKDs0Yees845Lpjlsvl169f79evX3x8/LVr11JTU/v06XPhwoWkpKTU1NSzZ8+Gh4efPn1aJBI5OzsnJCRo6yQ0W/nIkSMpKSlXrlwJCgricDgff/xxeHg4g8G4ePFiz549bW1t6+rq6urq/P39Bw0a9OTJkwEDBsAPzDa5du2ara2tmZkZk8l0cnLas2fP7du3Hzx4cOnSpZ49e16+fFl7CkQi0fPnzxUKBYvF0t6lwSkwGu2lJJFIml4stbW1LBZr//79cGkY2smTJyMiInx9fRFC5ubmtbW1NTU1PB7vs88+u379enV19f379588eeLh4fHdd9+dO3cuLS2tb9++qamp9+/fT05Ovnz5cu/eveVy+VdffZWUlJSWlta7d++kpCTtlRUeHo7gatIH0mYcMt4xl5eXT5w4cc2aNRKJpLy8HCHEYrHmzZvn6en55MmTV67M4/Heeeedvn373r17VygUmpmZaYefNq0SWl9fj3RVEgWtcePGjfDw8N69e//999/aJXZ2dm+88UZgYGBSUhL69xS8+EI4BWQAl4YRlJWVubi4NP7X1dW1rKzszz//HDt27Nq1ayUSyeDBgyMjI+/duxcVFfXll19yudy7d+8ihDw8PNasWdOlS5eLFy/+9ddfAwcOXL9+vbOz86VLl9B/ryw4a/pCwoxDlsScmpqKENJ2EedwOKdPn/7+++/z8/O1VTa9vb0RQmZmZk1LoGn/9OLK2lHUvXr1evDgwc2bN/v166ddX2eVUNBWYrE4PT193759586du337dtMT5O3tXVpaiv49BS+CU2AETS+lRk2r1cKlYQR8Pr+ioqLxv+Xl5Xw+v7i4WHtpzJw5U1s0qqSkJDAwECEUFBRUUlKC/r12goKCysvLS0pKbty4sXXr1tLSUm1l5qZXFpy1jiB5xiFLYj58+LBQKBQKhY6OjidOnBg6dOg777zD5/O1B67prwwcx7W/PjIzMxFCL66sbSUwNzdXKpU3btxoLOWtrRKqfaG2iQm0w+3btydMmLBq1aq1a9eGhIRof1Fqz0VmZqaTkxP69xS8CE6BETS9lJpdLFpwaRjBoEGDjh49qv1erqqqunLlSt++fR0cHHJychBC+/bta2ho0Gg0Dg4O2dnZCKGsrCxHR0f075nKyMhwcXFxcXHp2bPnsmXLevTooS0y1fTKgrPWESTPOGR5xszj8f7444+0tLSYmBgHB4cTJ07cu3ePx+MVFRVZWFjQ6XQPD4+cnBwHBwd/f/99+/bdvn3b2to6MDBQe1hfXBkhJBKJamtrBw0apN2Fs7Pz+fPntc9HBwwYoF14+fJleCTTJvv27RszZkxjF9MHDx7Q6fScnJzk5OSqqqpZs2YVFBRoT0Fubi6dTm/6jBlOgRE0vZR8fHyaXizV1dXacwGXhqFZWVlZWVn99ttvV69evXPnzoIFC5ycnDw8PHbs2HH37l1HR8egoKAjR46MHj36+PHjFy9epNPpMTExubm5RUVFFy5cqK2tnTFjhre398GDB69fv15fXz948GDtBdU4Lx+ctY4gecYx5QIjx44ds7e3b2xYAAayZ8+eyMhI+M1OIXBpAKB3erysyNKUrXeXL19OT0/Xdl8EADSCSwMAvdPvZWXKd8wAAAAA5ZjsHTMAAABARZCYAQAAABKBxAwAAACQCCRmAKihoaEBwzAnJydHR0cXF5f58+eLRCK9bHnu3LmxsbF62RQAoOOg8xcA1NDQ0MBms7UXrFQqfe+998rKyo4cOdLBzUokEn9//6Kioo5HqFKpamtrWzk5EgDgZeCOGQDqMTMz++abb65du1ZcXKzRaFatWhUWFubk5LRo0SKNRrNgwYL9+/cjhFQqlYeHR9PakAihTz/91NfX19/ff/369QihZcuWVVVVzZs3r3GFF1++efNmb2/vwMBAbT2iF/d448aNqVOnhoWF/frrr8Y8DgCYJCgQAwAlsVisLl26ZGVl1dTUpKSk3Lt3DyEUHBycnZ09derUrVu3zpgxIykpqWfPnnZ2do2vOn369PHjx7WFggcPHty3b98ffvjh8uXLO3fubFyn2cvT0tIOHDhw7949BoMxderU33//vU+fPs32iBA6duxYRkaGj4+PsQ8EACYHEjMAFIZhWHBw8K5du44fP56enl5aWiqTyYYMGTJ//vza2tq9e/fGxcU1XT85OTk2NlY76c2sWbOSk5P79+/fbJvNXp6cnCwUCqdOnYoQKi4uvnHjxty5c5vtESHUq1cvyMoA6AU0ZQNASXK5/MmTJ/7+/jdv3oyKiiooKIiKiurWrRtCiEajjRkzZt++fTdu3Bg5cmTTV2k0Ghz/56qvqalpOnlOo2Yv53A4ixYtunDhwoULF9LS0n7++ecX94gQajrLIQCgIyAxA0A9DQ0N77//fv/+/V1cXJKSksaOHbty5UpPT8/MzExtV+1p06atXr164sSJDAaj6QsHDhx49OhRmUwmlUqPHDnSWHC/maYvj4qK2r9/v0gkUigUw4cPv3v3rs49AgD0BRIzAFTi5ubm6urq4+NTV1e3a9cuhNCMGTMePnzYs2fPd999d+nSpRs2bEAI9e/fn0ajzZkzp9nLx4wZM2rUqLCwsLCwsIkTJ44aNUrnXpq+vHfv3nPmzOndu7evr294eHhERITOPQIA9AWGSwFggh4+fLhgwYL79+8T8nIAQEfAHTMApubQoUOTJ0/+4YcfCHk5AKCD4I4ZAAAAIBG4YwYAAABIBBIzAAAAQCKQmAEAAAASgcQMAAAAkAgkZgAAAIBEIDEDAAAAJAKJGQAAACARSMwAAAAAiUBiBgAAAEgEEjMAAABAInSiA0AIIalUqlariY0Bx3Ecx5VKJbFhtA+NRtM5sS750Wg0hBB1g6do5HQ6Xa1WE37RtQ91DzuDwVCpVFQ87BiGYRhGxcgRQkwmU6FQkLn4NIPBYDKZTZeQIjHLZDLCrzQWi8VisaRSKbFhtA+Xy6Vo5BwOB8MwigZP3cNuYWGhUqlkMhnRgbQHdQ+79htGoVAQHUib4TjOZDIp+oHhcDgikYjMvyowDGuWmKEpGwAAACARSMwAAAAAiUBiBgAAAEgEEjMAAABAIpCYAQAAABKBxAxMConHRAAAQKuQYrgUAO2m1mj+Lqg7nF75oKS+UqyolCiszeiBtpxgB+7kYNsezuZEBwgAAG0DiRlQ2KH0ik1XCnEMxXSx/XKYlx2XYcthVEkUGZXS+8WiGYczPHjsxX2cJwTxiY4UAABaCxIzoKT8Gtn7Z/Oe1cg2j/Qe4sXDsP//k7UZ3ZdvNjbAZs1A9z8fV2xMLjiQWv7NKB9nC+bLtwcAAGQBz5gB9STn1Qz9Pa2bk/nVBWFR3v/Jyk0xadi0UPurC8J8bMwGbk859qTSuGECAEB7wB0zoJijjytXnc/7cazvMF/r1qxvxsA3DvUcE2gz78/sZzWy5ZGuho4QAAA6Au6YAZXsuF+65kLegSmBrczKjSLcLE/PDtmfWvH+uVyVGrpuAwDICxIzoIzErKovrxWemBncy8WiHS/3smafmd01pUS8/HQOjKoCAJAWJGZADSml4uWnc38b7xdox2n3Rvgc+pHpQenl4jVJ+foLDQAA9EkPz5iVSuWWLVvq6+vd3d3j4uKa/mnz5s1Lly5ls9ktrAPAKxXVNsw4lLE+ymOgF6+Dm7Jk0fdPDhq9N92BS4fnzQAAEtLDHfOtW7fc3d3Xrl1bUVFRVFSkXSgWiz/++OOrV6+2sA4AraFSaxafEsSG2M0ItdfLBp0smEemd/nlbunJzCq9bBAAAPRID3fMAoEgIiICIRQSEiIQCFxdXRFCXC533bp1a9eubWGd5OTktLQ0hFBsbCyP19E7oQ6i0Wg0Go3L5RIbRvswGAzqRo4Qajn4r67kSZVo06hAJk1vT166crkHZobF7n0U5sbvYt/OQ0fdw06n03Ecp9FoRAfSHtQ97DiOs9lsJpN64+kxDKPuBwbDMA6HoyFxvxIcb/7NpodvOolEwuFwEEJmZmb19fVNd4b9O8L0ZesA0LJHz0Wbrz7bHhusx6ysFenBWz3Ye9q+lFqZUr9bBgCAjtDDHTOHw5FKpQghqVRqbq67NLHOdQYNGjRo0CCEkFAoFIvFHY+kI1gsFovFIjyM9uFyuRSNnMPhYBj2suBlSvXsg6lrBrp5mr90nY6Y341/51n13IOpe2ICXlalpAXUPew4jisUCplMRnQg7UHdw85gMGQymUKhIDqQNsNxnMlkUvQDw2azJRKJWq0mOpCX0t61NqWHuxA/P7+MjAyEUGZmpq+vb7vXAaCZLTeLncyZ83s4Gm4X347yya6U/P6g1HC7AACANtFDYg4PD8/Pz4+Pj7exsXFzc8vOzt66dWvL63R8p8Dk5dfIfr5b8sUwr3bcy7Yeh4H/OsF/Q3JBRoXEgLsBAIBWw8jwSFwoFKpUKmJj0DZl19XVERtG+1C3ca+FpuyZhzMD7TgfD3I3Qhjf3ChOzKo6OyekTU+yqXvYLSwsoCnb+Hg8nlgshqZsI+Pz+UKhkORN2c1as6HACCCjs4Lq9DLxu5EuxtndOxHOHAYefw0G8gEAiAeJGZCOXKX+KCl/fZQnl2mk4Rk0HPthjO+OB6XpZdCgDQAgGCRmQDq7H5bzOYxxgXxj7tTLmr2yn+uyRIFCRd4mLwBAZwCJGZCLRKH+9u+ijwa5G7TPl06L+zhxmLSf7pQYe8cAANAEJGZALj/fKQlx4L7mYWX8XeMY9vUI7+9uFucKKdnJBQBgGiAxAxKplih+vPP8w4HG6ImtUxc7zvyeTqvP5RIVAAAAQGIGJLL1dskgL6swRyIrIb8b6fK0WnYqq5rAGAAAnRkkZkAWQqly18PSlf0InorRjIF/Fu350YU8sZzgsfUAgM4JEjMgi9/ulQz05AXZNS8ba3yj/G1CHLhf34BhzQAAAkBiBqRQL1dtv1/6ToQz0YH8Y9NQr10PyrIrpUQHAgDodCAxA1L4/UFpdyfzbk66ZyczPg8ea2FvxzVJ+UQHAgDodCAxA+I1qDS/3C1dEUnw0+VmVkS65lRLzwmERAcCAOhcIDED4iWklHvyWOFuFkQH8h9sOv7RQPe1F/PlUAsMAGBEkJgBwTQa9Mu9kiV9yfJ0ualJXWxtuYxf7kItMACA8UBiBgQ7J6hUqjTDfa2JDkQHDEMboz2/v/m8UkK9qfoAABQFiRkQbMv1gkV9nGi40Utjt043J/MRftZfXiskOhAAQGcBiRkQ6Um5+EFx3dQQO6IDacmHA92PPq7MqIAZIQEAxgCJGRDp++vP5vdxsWAZad7l9nGyYL7Z2+kjGDoFADAKOtEBIIQQjhP/+wDHcQzDaDRSZ4iXoWjkFWL5scflj5b3o9HI3u35nX7uvbbdS86vi/L5/2fhFD3sCCEMw3Acp27w1I2coocdx3GKRq5Fo9Ew488j22ovxkaKxEyn0zUaDbEx0Gg0HMcZDAaxYbQPRSNPSHs+1M/Ww4bT0NBAdCyvYMVAn0T7fHrp2VB/u8bH4RQ97Agh7ZcsdYOnaOQYhtHpdDJniJfR/hii9GEnPMW0gKSJWS6Xq1QETxjAYrFwHJfJKDkRL41Go1zkKrVmx93inycFK5VKSgQ/KdDqp1sFv98tnBVmr11CxcOuxWAwFAoFRYOn7mFns9lyuVyhoF4PfxzHNRoNRQ87l8ttaGhQq8nbLMfhNJ8ggPg2ZNA5nX8qZNPxgV5kHCWlE45h64Z4bLpSUA+zTgEADAkSMyDG7w9K5/ZwpFarXn8Pq64O3J/uQL0RAIABQWIGBMgTyu4W108JsSU6kDb7dIjHz3dKyurlRAcCADBZkJgBAXY9LJvYhW/FJkUXhzYJsuOMCbD54irUGwEAGAokZmBsDSrNgbSKuT0ciQ6knT4Y6HYiswrqjQAADAQSMzC2xMwqdytWVwcu0YG0k6M5c2Evp3WXnhEdCADANEFiBsa291HZ693siY6iQ94Kd04vl1x8WkV0IAAAEwSJGRhVrlCWUiqe1IV63b6a4jJp7/d3/fCcQE3iqgUAAIqCxAyM6o9H5eOD+OZMqtb2azQzzF6h0hxKqyA6EACAqYHEDIxHoVIfSq+Y3c2B6ED0gI5jn4/033S1UKIgb0UhAAAVQWIGxnPuaQ3fjN7D2ZzoQPRjmB8/wJbzM9QbAQDoFSRmYDx7H5XNMonb5UafDvHYdvt5uZh61Y8BAKQFiRkYyXOR/GZhXUwXPtGB6FOwvbbeSAHRgQAATAckZmAkB1Irhvla23AoOXNcCz4a5H4yszqlVEx0IAAAEwGJGRiDRoMOpJXPCKX28GWd7LiMJX2cP4V6IwAAPYHEDIzh78I6mVI90NOK6EAMYklfp2c1sjPZ1UQHAgAwBZCYgTEkpJZPD7Wj4ZSa5bHV2HT8o0Huay8+k6ug3ggAoKMgMQODEzWoErOqp5tiO3ajiUG2duaM7fdg6BQAoKMgMQODO5lZFebI9eSxiQ7EgDAMfRbl+c3fxRUwdAoA0DF6mBBXqVRu2bKlvr7e3d09Li5O58LKysqVK1fa29sjhFasWOHs7Nzx/QKqSEgtN7Hhyzr1cDYf7W+zIfnZltG+RMcCAKAwPdwx37p1y93dfe3atRUVFUVFRToXVlRUjBo1Kj4+Pj4+HrJyp5InlKWXS8YE2BAdiDF8PNj9TLbw/nMR0YEAAChMD3fMAoEgIiICIRQSEiIQCFxdXV9ciGHY8+fPt27dGr3DPV0AACAASURBVBwcPHjwYO0L8/Pzy8vLEULe3t4MBsHDW2k0Go7jhIfRPmSO/PCT4nFBttZc3e3YNBoNIUTa4Fv24mF3smK8P8Djo6SC8/PCcIy8Pd1wHKfRaCZz2KkCwzA6XQ9fucZH6Q8MQojBYKjV5K1pj73wXaGHT4lEIuFwOAghMzMzkUikc6GDg0NISEj37t2///57Pp8fGhqKEEpOTr548SJCaNOmTTwer+ORdASGYTiOc7lcYsNoH+1lQ3QUOqg1moNpFTunhL7swOI4jv5Nz5Sj87CvGOS791HpkYyaub1dCYmqNWg0GnW/Z0n7aX8lHMfZbLaGmlOFUvr3kJmZGdFRtOTFHw16SMwcDkcqlSKEpFKpubm5zoV9+vTRLh8yZEh2drY2McfFxWmfSQuFwpqamo5H0hEsFovFYtXV1REbRvtwuVyxmIyVp67k1WjU6q7W2MvOL4fDwTCMnMG/0ssO+1fDPOP+zBzoyrYxI+ntkYWFhUKhkMlkRAfSHqT9tL8Sj8cTi8UKBfW6B+I4zmQyKfqB4fP5dXV1ZL5j5nA4TCaz6RI9PGP28/PLyMhACGVmZvr6+upcmJCQkJKSghAqKChwdHTs+E4BJRxMr5zW1Y7MjbqGEOFmOcjTamMyFNAGALSH7sRcUdGG6d/Dw8Pz8/Pj4+NtbGzc3Nyys7O3bt3abGF0dPTp06c/+eQToVAYGRmpp+ABqYkaVH9lVU0z6eHLL7M+yuNEZhX0AgMAtAOm84GHh4dHz5494+LiRo4caYTnCkKhUKVSGXovLYOmbL3bn1p+MK3ixMzgFtYxyaZsrV/vlRxMqzg/pysJ651BUzYhoCmbEHw+XygUkrwpW9slq5HuO+bc3NxFixYdOnTI39//3Xff1bZCA9AmCanl07p2xttlrfk9HDGEfr1XSnQgAACK0Z2YaTTa8OHDt23b9v7772/fvn3QoEE9e/b8+++/jRwcoK6C2oa0MsnYwE4xfFknGo5tGeP79fWiZzUNRMcCAKAS3Yl5//7948eP79q1a3p6emJiYlVV1fbt22fPnm3k4AB1JaSWj/a3MWdScliLvnSx47zezf5/53KJDgQAQCW6h3NcunRp2bJlQ4YMaRwv2L17902bNhkxMEBhGg06lFbx7SgfogMh3qrX3F7b/ujI48rYYFuiYwEAUEPzxDx9+nTtP3bu3Llz587G5QkJCVOmTDFeXIDKbhbWqTSov4cl0YEQz4yBbx7hvfCEYICnlT2XkvUZAABG1jwxL1iwgJA4gCk5kFY+Odi2sw1ffpmBXrwxAfz3zubuiQkgOhYAAAU0T8xRUVEIIbVafenSpaqqKiJCAtQmUahPZVafj+tKdCAksiHac+D2FGjQBgC0hu5nzNOmTXv+/Hn37t0bl0ydOtVYIQFqS8yqCrLj+PFJXZzWyDgMfPNI7zdOCF7zsHQwZ776BQCATkx3Yk5NTc3IyHhxygsAXulAasW0UDuioyCdAZ5WE4P4b/+Vc2BKEFxYAIAW6B4u1a1bt/z8fONGAkxBYW3Dveei8YF8ogMho3VRniUi+fb7UHIEANCS5nfMkydPRgjV1NT4+flFREQ0Tjhx+PBhY4cGKOhQesVIPxsrNklnVSIWi4b9Mt5vzN7H/Twsu9hxXv0CAECn1PwLdPny5dp/fPrpp8aOBVCcRoMOplV8Odyb6EDIK8iOs7Kfy5snBOfjurLpepjbDQBgepon5n79+iGEli5dum3btsaFcXFx2uUAtOBOsUimVA+A4csterOPU3JezZoLed+MhAIsAAAdmifmoKAghFBBQcGlS5e0S5RKJY/HM3ZcgIISUsunhNiRcDIlUsEx7Kdx/oN3phxOr5gcAr3kAADNNU/M169fRwgtWbLkxx9/bFwIiRm8kkShPplZdW4ODF9+NT6HvnOi//RDmaGO3ABbeNgMAPiP5omZz+cjhBISEi5evFhdXf3PSnR6TEyMsUMDlHIqsyrQFoYvt1YvF4u3I5znHxOcnRPSyaf6AAA0o7v37IwZM6RSqbf3P714cByHxAxatj+1fEZY5519uR2W9XVJLRUvPvl0d4w/lC8FADTSnZjlcvmJEyeMHAqgroLahkcl9VALuk0wDP0wxnf03vT460WrXnMjOhwAAFnoHrDh6+tbU1Nj5FAAde1PKR8TwIfhy23FpuM7JwbsvF+amAV16QEA/9D9TVpcXOzs7BwREWFjY6NdYtACI2w223AbbyUajUaj0bhcLtGBtAeDwSAwcrVGc/hx5S+TurQjBgaDgRDqzIe9C5e7b3rotP2pPva8Xq5GGmlGp9NxHG+cbZ1aiP20dwSO42w2m8mkXrF0DMO035BEB9IeGIZxOByNRkN0IC+F483vkHUn5iVLlixZssTw8fxDJpOpVCqj7U4nFovFYrHEYjGxYbQPl8slMPLkvBoMaXrat+focTgcDMM6+WHv5cDaGO0Zu/fhmTld3a1YHd/gK+E4rlAoZDKZEfald8R+2juCwWDIZDKFQkF0IG2G4ziTyaToB4bNZkskErVaTXQgL8XhNB+aobspu1+/fvX19YmJiSdOnKitrYXqIqAF+1LKZ4Q6QO+ljpja1W5Od4fphzKEUiXRsQAACKY7Ma9bt27t2rXOzs4WFhYffPDBunXrjBwWoIpqqfLcU+F0mE6qw97v79bDyXzmkUyJgrw/7QEARoDpbHn39fVNTU3V3l9LJJLu3btnZWUZLgihUEiSpuy6ujpiw2gfAhv3frpTcqOg9o/YwPa9HJqym1KpNW8cz65tUCVMCWLSDNgEYWFhAU3Zxsfj8cRiMTRlGxmfzxcKhSRvym7Wmv3SMvqNkzG/+FwagEb7U8tnhsLwZf2g4dhP4/1Vas3ikwKVmrx9VQAABqW789esWbMiIyNjYmJwHD969OjUqVONHBaghLtFIqFUOdTXmuhATAeLhu2NDZx8IGNp4tNtY3yh8DgAnZDuu+FPP/1048aNdXV1NTU169atW79+vZHDApTwR0r59FB7OiQPvbJg0Q5NC8wXNiw6KVDCfTMAnY/uxNzQ0IAQCgsLCwsLq62tPXjwoHGjAhRQ16A8mVk1A7p9GYAli35wauCzmoa3Ep9Cbgags9HdlD1x4kQOh+Pm9k+ZQBzHoTUbNHM4vbKXi4WXNfHFYUySFZt+ZFrQtEOZC45n/zre36B9wQAApKI7MTOZzCNHjhg5FEAtux+W/Q8qPBuSNje/fiRr1uGM3TGBZgzohmlwz2oaMirEmRUSkVxNw5Ali+7HN+vlYsHnQLlZYDy6P21+fn5nzpyJiopqrMFG0WJswEBuF4mEUuUIP+j2ZVhcJi1hatD8Y1kxB578ERNgw2EQHZFpelolPfK48ujjykqJIsCWE2RnZsNhiOXqcrE0Mas6tUzsZc2aGWo/I8yeBwXhgeG99EM2adIkW1vbxv8WFhYaJR5ADbsfls0Mg25fxsCiYbsmBaw8kzvmj8cHpwa5GaVmZ+eRXSn9/GrBlfza0QH8+BFer3lYvdgTvkGluZZfu+N+yVfXi2aE2q0e4GbJgvQMDEj3x+vmzZtVVVUvFvAEACFULVX+lVX198JuRAfSWdBx7LtRPl9eKxy5J33/5MBQR0pO4UA2NTLlp5eencysmtfD8dtRPi3cCrNoWLQPL9qHl18jW3fpWeSvKeujPCZ1sX3Z+gB0kO7Por+/P7Rdg5dJSC0f4MlzsYRbN+PBMLR6gJuLJXPi/ic/jPEZ5W9DdETUdim3ZvnpnHA3y1uLuttzW/uAwJPH/n1SQFJOzapzuWeyq7eM9oUH/8AQdCfm6upqV1fXiIiIxvR87NgxI0YFyEut0fz+oPSr4d5EB9IZvd7Nwd2K9cYJQZ5QtrSvM9HhUJJCpV578dmxjMr4ET5jA9rz+ybah3d5fujik09H7U3bExMIDxc6Tq5S51bLCmobimobzBg0GzO6vTkj1IHbaQvs6E7M77///vvvv2/kUAAlnH8qZNDwwV48ogPppAZ68RJnhcw8nJlZKd08whuGUbVJlUQ571iWUq25uqBb62+UX2TJou+NDfj8SuGwXWkHpwbBw4X2UajUl3JrT2RWnRVUm9FxD2u2iwWzQaWpliiK6uT1ctVrHlajA2zGB9owaJ2rZUL3JBZGBpNYdJAxy/rHJDwZ6We9oJeTXrYGk1i0T7VEseC4QKpU75rk72DObOvLO+ckFhkVkpmHMwd78T4f5snU0xf9vpTy9ckFB6cEdnMyf+XKMIlFI40GJWZXb0x+RsfxSV1sxwfxfWyaV0QQVEmT82r3p5bVylRv9nGa3c2BTW/PWaPiJBbQtxC0QWaF5FGJeHdMANGBdHY2HMahaUEfJ+UP3ZW2c6J/LxcLoiMiu7tFollHs97r5/pGL0c9bnZmmD2OYVMPZR6YEti9FbkZIIQEVdK3/8qpFCvWDHSbEGT7sqnc/fhmfnyzBT0dL+fVfPt30W93SzeP9B7gaWXcYIkBiRm0wfb7pdND7cyZ0DGQeHQc+3yYV5gjd+rBzE+GuM/u5kB0ROR1Kbdm4QnBl8O8YoL135V6eqgdhjTTDmYkvh7ixzfT+/ZNzIG0ig8v5L8V4bykj1Nr2i0wDA3x5g3x5h1Mq3jjePZwP+tNQ71M/iuoczXcg46okSmPPq6c31OfNxygg6aF2v85o8u3fxevOJ3ToCL+sRQJnRMI3zgu+HmcnyGysta0UPu3I1ymH8qolFCvmdpo5Cr1W3/lfHmt8MDUwOURLm19mjC1q92Nhd1qZaqRe9JzhZR8CtN6erhjViqVW7Zsqa+vd3d3j4uL07lQ5zqAWvY8LIt0t4Ti2GQT5shNigtdeCJ7zN70nRP9oZNwUxdyhEtOPd050W+ggbsrLu3r/Kym4fUjWcdmdGnfo1DTJlWo4/7MkirUl+aGWpu1M+/Ychi7JgV8+3fxiN1pP471i/Yx2S6oevgA3bp1y93dfe3atRUVFUVFRToX6lwHUIhcpfntXikM0SEnPod+aGrQAE+robtSL+fWEB0OWVzKrXnzxNPtEwyelbU2DfXksWnv/JVjhH1RS41MGZPwhEHDDk0LandW1sIw9G4/l21jfd88KTiQWq6vCMlGD3fMAoEgIiICIRQSEiIQCFxdXV9cmJ+f/+I6MplMLpcjhDQaDfayDgDGgv2L2DDaxwiRH3lc7mzJ7Oeh554XcNj1hU7D1g726OVisfCEYFFvp5X9XfGXx9YZDvutQtEbxwW/TvAb4mOkiu4MGvbrBP+onak77pe+bNgCRQ97Rz4w9XLVlAMZfnyzLWN89VXEd5ivzeFpXaYdyhDJ1Qt7v3qECOUOux4Ss0Qi0Xb1NjMzE4lEOhfqXOe7777TzmF16NAhb29SFKzg8/lEh9BObLYBW5g1GvTLvbR1IwINdHwMGrxBkS3y1yP44X7OsbvupVY0/DGzRwuTXjCZTC6XqqNvX3nYHxbXzj6auX1q2OQwo7bx8BE6Nq/vwG1/Dwpy6euu4weBpaWlMePRr3Z8YBqU6mk77njZWuyf3VO/1UKG8vlX7GyG/XILY7JXD/FteWVra1JPt/PiCDo9JGYOhyOVShFCUqnU3Nxc50Kd66xevXr16tUIIaFQWFlZ2fFIOgLGMbfgnEAolStec6Tr/TTBOGa9s0YocWbQ/87ndfv68s6J/jrH15r2OOZcoWzM3vQPB7oNdmEa/4vFhYk2RHnE7rp7Ma5rsx9GnW0cs1qjeeO4QNag3D3BR1hdpfeoHOno+IygcX88RgrZgpd3SqXEOGYG4z8fFT08Y/bz88vIyEAIZWZm+vr66lyocx1AFVtvFy/u49Rpy+NRjhkD/2G0z4pIl5iEjN0Py4gOx6jKxYrJCU8W9nIkcPzY9FC7/h5W757NJSoAkvgsuTBPKNsTE2C4+nTe1uwj04K+vl6YkFphoF0QQg+JOTw8PD8/Pz4+3sbGxs3NLTs7e+vWrc0WNvtvx3cKjOZ2kehplWx6qD3RgYC2eb2bw58zunx/s3hZ4lOpgry3C3pUL1dNP5QxzM9meaQrsZF8PtQzvUy833R7J73SsSeVB9LK98YGWLAMO+Y40I5zYErQ2ov5iVn6vyknCpTk/Ac0Zb9M7IGMQZ5Wy8IN8qwOmrINrVqiWHzqaVm9/PdJAY1D3UyyKVuhUs88ksVl4Dsm+rfQ8c1o7hSJZhzOvDg31IP3zwC2ztOUnV4mGb/v8b7JgeFuRqpJd/1Z7Zyj2QemBPZ2bb5HSjRlNyvJCePtQEvuFInSy+rnQVERyrLhMBKmBI7ytxm+O+2cQEh0OIai0aB3z+ZJ5Kqfx5MiKyOE+rhazOvhsOSUQKUm/ubHmGpkytlHMz8c6Ga0rIwQ6u9h9cUwz9ePZuaZRO0RSMygJfHXi5b2debApLNUhmPY/15z+2mc39uncz6/WqAmQSOZ3n15rfB+sWhvbCCLTNNtvd/fVapQ/3qvlOhAjEo70bXxf81PDrFb2Mt52sEMoVRp5F3rHXzhgpe6WyxKK6uf31M/E0kBYkV58y7EdU3KqZl+KLPatCpH/pFS/kdK+cGpHS1eoXcMGv79aJ+vrxeZxm1ca+y8X/qkXPLVcC9C9v5uP5c+bpYLjmcrKd5KAYkZvNSX1+B22aS4W7H+ej3EnsuI3HYrpUREdDj6kZRT8+mlZ/smB5KzFmlXB+78ng4rTueYYjtFcxkVko1XCn+b4E/gJBObR3hLFeqPkvKJCkAv4DsX6HY5tyazQgK3yyaGTcd/GOO7coDXqN8fmUBFw4cl9W+eFPw63i/MkbzFUt7r71YhUZj8uLUGlWbhCcF7/V2JPRdMGrYrJuCsQEjpAw6JGeig1mjWXX626jVXuF02SW/0dT32etimq4WrzufJVeTtrdqy/BrZzMOZG6I8h3iTejIDJg37bqTPZ1cKnteZcoP2F1cLbDmMRb2J7yhqz2XsiQlYf7ngdhFVm4XgaxfocCitQqlGM2Dssunq42Z5cW5oRrlkwr4npfVyosNpswqxYsqBjPk9HaeH2hEdy6v1drWY1MV25alMogMxlNtFor2PyreM9iFJl/hQR+6Xw73m/ZlVIqLeZxtBYgYvkinVX14v+mSIO5T6Mm12XMafM7pEuFsO2pFy7Vkt0eG0gahBNe1QxkAvq5X9CC4k0nofD3L/O194Nrua6ED0T6JQv534dH2UB6ke88cG28YE2846kilVEFwkox0gMYPmfr5b4mHFGmqsOXkAgeg49vEg943RXnFHs3+9V0J0OK0iU6pnH83ysmZ/OYyYrr/tY8GixY8J/N9ZE6zCtiG5wMfGjIQNbGsHe1ix6G8ff0x0IG0GiRn8R2Ftw5abxRuHUukrD3RQTLDtqdeDt98rXXRCICF32lCo1K8fSKPh2I9jfUnSatp6U8Kc/G05X98wqQnp7xSJjqRXbB5JiukBm6Hj2PaJ/heyK3Y/pNhQckjM4D9Wn8+bFWYfbM959arAhHSx41yI61ovV43YnZZTTdI+Siq1Zsmpp9VSxZ6YACaNkt9dX43w2Xm/NKtSQnQg+tGg0iw/nfPxYHcnCybRsehmY0Y/Mrvnpxef3X9OpY5glPxwAwM5nV39uFyy6jWYZaQzsmLT/4gNnNjFdsTutMQs0j0KVWs0y0/n5Nc0HJvdjbqDBbxtzBb3cVp1Ls80hjV/fb3IwZz5ehhhE3m1Ri833sahXvP+zK4QU6auDlU/30DvxHLVmgv5n0V7cIkrDgCIhWFoRaTLzkn+/zuX+1FSPnlGUqnUmhWnc9PKxAenBFqyyFXeq63eiXQtrpMffULwDPQd97hcsuN+yTcjvcn/SGFGmP1wP5v5x7IVpPlItwwSM/jHJ5eehThwxgTwiQ4EEOw1D6uLc0NTSuvH7H38rKaB6HCQUq1Zlvj0cbn4z+ldbDiMV7+A3Fg07IvhXp9czK9roHBJZ5Vas+J0zruRro1TlpHcZ9EeKo1m7aUCogNpFUjMACGEzgqq/8qq/nakD9GBAFJwsmAemxE8yMsq+vfUExlETnMrV2kWHs/Or2k4ahJZWSvKm9fH1fLLqxTuBbbjQalSrXmzD2UqAzJp+O+TAv7KqjqQVkF0LK8GiRmgcrFixenc70b52HFN5IsPdBwdx9YMdN8+we+jpPy3Ep/WywkYDFojU04+8KS2QXV4WpAVm9ot2M1siPJISCt/UkHJXmBFtQ1fXSv6ZqQ3nVKlDuy5jJ0T/T+8kE/+jmCQmDs7jQa9nfh0dIDNcD8YuAyaG+jFuzI/tF6uHrQj5WZhnTF3XVjbMGbvYxdLVsKUQAInRTAQVyvW2+HO/zubS8VeYKvO503ratfNyZzoQNqsl4vFxmiPOUezn5O7Ihgk5s7u6xtFxSL5+ihPogMBJGXDYfw+yf+9/m5zjmZ9cD7POAOdr+TVDNuVNsrfetsYX4qOjHqlJX2dq6TKg2kUm0rkZGbVkwrJBwOoOnZjWqh9bLDtnKNZMiV5O4KZ5icetNKprOod90v+iA2k7vgTYBzTutpdmR9WUNvw2m+PzgmEhtuRRoO+/bt4wXFB/AjvNQPdyd/jt92YNPzzoZ7rkwtqZZTpBVbXoFxzIf+LoV6UHrvx8SB3Ww79rcSnpG2uwDQkCE0qlRIdAqLRaDQaTS4ndfvGyzAYDIWizUP0UkpEI3bcPzgzbIAXYY3YDAYDIdSO4MmgfYedDJhMplqtVirbkw+OpJWtPpMd9n/t3XtYE2e6APAvk5CQKyEBAgTCnQhGEOsFUSwovYh2ba1Pq7Za9dTWbltd1631WLXaPVur1HMU7e6zUutlt+qx1orHVesFWoQWaxVRESQKCAgEIoHcSSbJ+QOXh8ZbCJCZIe/vz2GSvLwM8+abb+b9QvifT5NHidgDG1htu+ndo5Wt+q79c5LiAx++eiB1085isaxWq93+m4Ha6wevBXB9tr4wjKioXEGj0eh0Oo7jS49Vqg3W/XOSiI6oD9hsttlsdqp0WjM+Je/XqfKAT56NJSqwHhiGsVi/aTNOisKs0WhsNoL7jLNYLBaLpdV6dBZtoHC5XIPB0KeX3G43v/h1xZ8mhr2RQmRzAA6HQ6PR+ho8SbiRdpLg8/lWq9VsdrPDl95iyylu3FummpMU9Mc06YDcM4jbHbsvqz4ralg4SvJBejiL/siRMnXTLhQKDQaD07eKJp0lPa/82zkJZJ6yxTCMyWSev90251BV8eLkYB5J+3w9lFgs1mg0Tt+HEEJ3tV3P772+Mj1s3kiCG6RwOBwO5zfNFuECpjeq0Zhf2l+xeHQwsVUZUBSPSd8wOaLozWStGR/397KPC+40drr/uLPDgY7fbJ/0ZfmBq63fzklYkyF7TFUeekL5zBUTpCu/r7WTYIz0GFabfcXJmtWTwqlVlR9DKmDtf2XYJ4X152o6iI7FGRRmr9M9Vv6Pp4KXjpcSHQugMJkf64sXYv81T9FutE7Iu7L4aHVBTQdu70N1MVrtX5e3Zu25ur6gbsWEsLMLR5B51Dh43hoTYsbte8tURAfyOFtLGvgs+oJRQ+qr/AgJ9+8z4t7OV15oJNcDVEPq0UDyaNFbrqkMSrXpVrup1WBtN+IdZry7wSHHhy7m+ARwGCF8ZoyIHS3yHR7I8VjnhMLaziXHlEtTQ98dF+qZTwRDW0IgZ/v02LWZEfvKVB+drdOYrNPixRMiBOPDBY9a2KDVYC2q6/yxrvPEzfaEQPaSMSEzEsRD9dZrVzAwWs7z0fMOV02Ti4NI2Uvgdrv5f4rvnJyvoNyKXk80OVr4+fPR8w5XHZkzXCEhy+I9MMd8X//nmDUm/OxtTWFtZ2mDtlVvGS7hxonZsSLfED7Ln83w92UwGRhCyGi13TNa2wzWJp319j3jrXaz8p5JKmCOCuWPD+dPkPnFB/T5hhpXZt0cDrTjwt3cn5u2T495Pk7k5i850GCOmRD9nGN+jPIWwyll+0/12stNeh6TLhOywgQsoS/DYLVZcHuL3nqnw9xhxseGCZ6O8suOEw3S0U5OD51j7vHHk7f1FvvOGXEejuqJHA700oEb6VH+K8ZTps9Xb4+aY+5t3xXVZ0UNR+cOd+OA7L8H55hhxNxfnWb8WNW9byvUF+/qRkv5WTHChSmS5BCu6yMAM26/pjKUNet/qO3cWNTApGOZ0cKMSL/MaKGIPTB/oJtq44ff17YarCfmK+LEBBx5wEskB3OTg7kIIYvNXtNubtRaGjrNui4bQsjXB4vw840QsqJFbKY3zSK7aF1mRNrOKwU1HZOjhUTH8hv/LFe16i1/So9w4JR8aMUV80dKzLj9xf0Vh+ckJgYSP26GEfN9fR0xOxyopL5zb5nq+1uasWGCWYni5+JE/v2uo3aH42qL4Ye6zoLbHZeadCMkvKwYYWa038hgHv3R3e8eM4ZoM1j/9kvz7sst74wNWZYWRrbbamDETIjBGzF7AHXT/vgRM0LoyA31X36oL148kk2avgJ3tV0Zu67ufyUhPSaAogeMKyPmbrsvt3xW1HBodmL3l0uPgRHzADBa7Qeutn51ucVgsc8fKflkSuQALhKO0WgjQ3gjQ3h/GC/VduFFddpztzWLjlSbcPtEmSBNJkiL8BsWwH7iTI/N7rjUpP9HeeuxSvUzsf4Fi5KosggMAF5rZmLAwautm843rJ8cQXQs9604WfPqiMBx4QKiA/GEhaOCWQxs1oEbeS/GZUQRed0CCnMftOgteb+27CtTKSTcNU/Lno31f8wotv8ELMZ0uWi6XIQQqmozFt3pLKnXbSm522WzJwZyhku40f6+wTxmMJ/pz7ebTCYzbr/TYW7stFxV6YvvaPks+szEgJ/eGikVsJ74WQAAMtgyNSbzq6svDBM9FconOhZ08Fpbjca8e6ac6EA8Z25SkIjNePOocl2mbD5xzzfDpez7Hn8pu1pt+uJC09FK9XS5eMnYkBESj17ocHKno+u6ylDRaqjvUMedqQAADZxJREFU7GrWWVr0Fqsd2e12FgMLE7BkQpZczM6IEsZSYS4ZLmUTAi5lE+KJl7K77b7csuuSqmBRErEz8c06y9O7yvfMlKfJBN0NRih6wLh+KbvH1RbDa99UzUgQr8uUeeB5gQcvZUNhvu9RhflCo25HaVNJfedrSUFvjwkJ8yPj6JO6pyoozISAwkwIFwuzw4Fe2l8xJkzw0dOELRThcKBX/rcyXsz+yzOR6N+dvyh6wLhRmBFCTTrL2/nVZtyxc0bcYM8DQucvV+F2R37lvan7ri88cvMpKe/y70f9OSuSnFUZADCU0Gho27TYry61XG7SExXDl5damnWWtZkyogIgXCifeXTu8GdihM/subbnssrDfdlgjtmZSm85cK1tb5mKz6S/PSZkliKQbHcyAwCGtggha12m7J1jyoJFSZ5fx+mm2rixqD7/teG+DK8eudEx2sr08Iwo4Qenav5Zrvrs2ajRUg9N/ENhvs+M20/eUu27WF9Q05EVLdw6NXpSpHDIdbkBAFDDGymSczUdq8/UbZsW48nP7bI5lhxTLhsvJfZOGvIYG8Y/tyhp92XVnENVY6T891JD02SDfo/60CzMf73QZLHZp8nFT2ym0aSzFNV1/lDbcfqWJjaAO0Puv/m5aHJ2xQMAeJWt2TGTviw/frO9+9EMz/joTK2I7fMetOzthYHRFo8OfnVEwJ7LqrfzlRumRMxMDBjcTxzUdydKQhD3m+ttO/Zd57PoiiBuQiBbKmBxmXQmnWay2ju7cJXeeqPVUKU2qQ3W1HDB05F+H02OGR4qpOiyjwCAoUfEZmyfFrPk/26NkHAjhJ64weVwhfp7paZgUdKgPghKUQIWY+l46ZKxIQgNenKGZmHOjPLLjPKz2uwVrcaKVmNlm7H4TqfeYrPaEYtOE/oyArg+vxsW8GEgOyGI2z2F7LRONQAAEC4zWrholOSNb6tOzh8x2O3AbqqNq07X/mOWfEAW2B6qPLPaytAszN186Fh3Fy2iAwEAADd9MDHsSrN+xamav74QO3ifojHhC45ULxsfOt47mnyRnFffdAcAACSH0Wh/+13cxUbdzl+bB+kjLDb7ou+qR0v576fCGu2kAIUZAABITejL2DdL/nlx4/Gb7YPx/h+cqrU7HFuejxqMNwduGIBL2TiO5+bm6vV6mUy2YMGCh25Uq9UrVqwICgpCCC1fvjw0FG75AwAAVyUEcva+LJ93+KaIzRjYx3U2FtWXNmhPzld4ZvYUuGIA/hKlpaUymWzdunVtbW2NjY0P3djW1padnZ2Tk5OTkwNVGQAA+mp8uGBrdvSCIzevqQasI+nm8w3fXFcfnpMo4sANXyQyAIVZqVQqFAqEkEKhUCqVD92oUqmampp27NhRWFjY/08EAAAvNF0uXj854uUDN0obdP1/t8+LGw9ea8t/bXg4NBsmmQG4lG00GrsbcLPZbJ1O99CNEolEoVCkpKRs27ZNLBYnJSUhhPbs2XPu3DmE0KeffhoSEtL/SPqDRqNhGCYUErkGp9swDPPxoeQXXgzDEELUDZ6ikdPpdB8fH19fSi7RTem083i8fq4b9PtJwiAh//XDFfvmJGUPC3LvTaw2+x+O3fj+pvrckvFRIpeWocMwjKIHDI1GEwhIfav5gwtsuF+Yz549W1FRkZqayuFwTCYTQshkMvF4959Ncto4duzY7u2TJ0+urq7uLswZGRmJiYkIITabTfhyMT4+Pkwmk/Aw3OPr60vRhV+6/9WpGzxFI+dwODiOWywWogNxB3XTzuPxzGYzjuP9fJ+pMYLdLw+bf6B8+YTwpWlhWB9bB98zWt/45gZud5xdlBzIsrty0sMwjMFgUPSAEQgEJpOpr6tLeRKTyXTa4n5hzsrKysrKQghZrdbKykq5XF5VVTVr1qzun8bFxfXeeODAgcTExOTk5Pr6+piY+61fIyMjIyMjEUIajeaJS6ENNgzD7HY74WG4h8lkUjRyHx8fGo1G0eCpm3a73W6z2SgaPHXT7nA4cBwfkODTZbx/zRv+1lFlYY3mi+kxEp7zmf1RTla3/+eZuowov83PRTHprv7rYRhG3f9ThJDVaiVzYX7wCtAAzDGnpqbW1dXl5OSIRKLw8PDq6uodO3Y4bczKyjpx4sTHH3+s0WjS0tL6/6EAAODN5AGc0wuTYkW+E/PK/7vkrt7yhCXt6zrM87+9+eHp2v/KityaHQP3YJMZrZ8THgNCo9HYbE84qgYbi8VisVgU7ZVN3aXjORwOjUajaPDUTTufz7darRS9IEzdtAuFQoPBMODjzrJm/aaihrIWw7zkoKwY/9FSHqNXp2ttF15U17nvSuuFBu38kZIPJ4Xz+r6OJIZhTCaTogeMWCzWaDRkHjFzOJzuW7J6DOWWnAAAMOSlhPAOvprw613dNxXq944rNSZbhJDFY9LpGK2uw9yktSQGsV9LluTNiPPzhRM+NcDfCQAAKG+0lD9aykco6k5HV0OnWddlwx0oXMCUB3AGe/ULMOCgMAMAwNARIWR5Zo1IMHjgmxQAAABAIlCYAQAAABKBwgwAAACQCBRmAAAAgESgMAMAAAAkQoq7srtXMiCW2Ww2GAwsFlXvZqTT+9w0gAy6Vz15sFUsVVA07RqNhk6nMxik+Pd3A0XT3traymQyqRh8d0tOKkaOEGpsbORyuWQOnvZAt3NSdP4ig1OnTp04cSI3N5foQLzLzp07dTrdihUriA7Eu6xevXrUqFE9ne2BZ8ydO3f58uVjxowhOhDvMmHChO+++y4oyM2VuAhB/FAVAAAAAD2oei1rwIWHh8PqGp43bNgwijbgpbQxY8ZEREQQHYXXmTJlCrXGbUPDjBkz2GyX1pwmD7iUDQAAAJAIXMoGAAAASMSLLmXjOJ6bm6vX62Uy2YIFC7o3btmy5d133/X19UUItbS03Lhx48qVKz37GI3GjRs34jjO5XJXrlxJ3ZuHCeRG2nU6XU5OTldXl1wuX7RoEZHRU5YraVcqlenp6T0bHQ5HXl5ea2urQCB4//33H7xTFDyRK2kvLy8vLi7uOasYDIbNmzezWCypVPrmm29C2t3gStp/+eWXn3/+uSfPNpvtwZeQhxeNmEtLS2Uy2bp169ra2hobGw0Gw9q1a4uKinp2uHTpksVi6b1PYWHhyJEjN27cGBMT03tP4Do30n78+PH09PRNmzap1eo7d+4QGDx1uZL2+Pj43hsvXbokEonWrFmTkpKiUqkICpzaXEl7R0dH77PKmTNnpkyZsn79+vb29pqaGgKDpy5X0q5Wq3vn2eklBAb/UF5UmJVKpUKhQAgpFAqlUsnlcjds2DBixIieHQwGQ3Nzc+994uLiMjIyEEI8Hs/Hx4egwKnNjbS3tLRER0cjhOLi4pRKJVGRU5oraZdIJL03VlRUIIRyc3NNJlNwcDAhYVOdK2lPSUnpfVaZNGnShAkTjEajVqsVCoVERU5prqQ9Ozu7d56dXkJY6I/gRYXZaDRyOByEEJvN1uv16N9Pzff+qdM+8fHxYrH44sWLP/30Ezx96B430h4dHV1QUKBSqUpKSgwGA4HBU5craXfaqNfra2pqZs+efeHChbKyMoICpzZX0u50VgkODsYwbP369Q6Hg8vlEhk9ZbmSdqc8P/gSUvGiwszhcEwmE0LIZDLxeDynn5aVlaWkpDy4T15eXnFx8Zo1a7r/iqCv3Ej7tGnTBALBwYMH5XI5n88nIGjqcyXtThu5XG5WVlZQUFB6evrt27c9FOjQ4mLae59VHA4Hi8XavHmzVCotKSkhIGjqcyXtTnl+/EsI50WFOS4urrKyEiFUVVUVGxvr9NPGxkapVOq0T0lJCYPBWL58OXyTdZsbaa+urk5KSlq2bJnBYEhISCAgaOpzJe1OG2NjY2/duoUQqq2tlUgknolziHEl7U5nle3bt1dVVSGE/P39ydCcmIpcSbtTnh//EsJ50XGQmppaV1eXk5MjEonCw8N7/8jhcHR3UnXa59q1a1euXFm1atWqVavOnz9PUODU5kbaIyMj8/PzN27cGBYWFhISQlDg1OZK2h/6ktWrV7e1tUGzHfe4knans8rMmTPz8/M3bNjQ2Ng4ceJEggKnNlfS7pTnx7yEDKDBCAAAAEAiXjRiBgAAAMgPCjMAAABAIlCYAQAAABKBwgwAAACQCBRmAAAAgESgMAPgvTZt2rRt2zaiowAA/AYUZgAAAIBEoDAD4F2sVus777wTGRk5bty4q1evIoS0Wu2CBQsSEhImTZpUWFhIdIAAeDsvWo8ZAIAQ2rVrV1VVlVKp1Gg0SUlJY8eO/frrr+12e2Vl5dmzZ/Pz8zMzM4mOEQCvBiNmALzLjz/+OG/ePB8fn6CgoOzsbIRQWlpaQUHB2rVreTze1q1biQ4QAG8HhRkA74JhWM9iCQwGAyGUnJxcWloaGhq6fv36mTNnEhodAAB6ZQPgZXbu3Hno0KFTp07pdDqFQrFy5UqtVovj+IYNG5qbm+Pj47Vabc9atgAAz4PCDIB3sVqtS5cuPX36dGBg4NSpU6OiotLT02fPnt3W1hYeHr548eLXX3+d6BgB8GpQmAEAAAASgTlmAAAAgESgMAMAAAAkAoUZAAAAIBEozAAAAACJQGEGAAAASAQKMwAAAEAiUJgBAAAAEvl/HoZud2wB+8AAAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -w 9 -h 9 -u in\n",
    "m <- prophet(weekly.seasonality=FALSE)\n",
    "m <- add_seasonality(m, name='monthly', period=30.5, fourier.order=5)\n",
    "m <- fit.prophet(m, df)\n",
    "forecast <- predict(m, future)\n",
    "prophet_plot_components(m, forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 648x648 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m = Prophet(weekly_seasonality=False)\n",
    "m.add_seasonality(name='monthly', period=30.5, fourier_order=5)\n",
    "forecast = m.fit(df).predict(future)\n",
    "fig = m.plot_components(forecast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Seasonalities that depend on other factors\n",
    "In some instances the seasonality may depend on other factors, such as a weekly seasonal pattern that is different during the summer than it is during the rest of the year, or a daily seasonal pattern that is different on weekends vs. on weekdays. These types of seasonalities can be modeled using conditional seasonalities.\n",
    "\n",
    "Consider the Peyton Manning example from the [Quickstart](https://facebook.github.io/prophet/docs/quick_start.html). The default weekly seasonality assumes that the pattern of weekly seasonality is the same throughout the year, but we'd expect the pattern of weekly seasonality to be different during the on-season (when there are games every Sunday) and the off-season. We can use conditional seasonalities to construct separate on-season and off-season weekly seasonalities.\n",
    "\n",
    "First we add a boolean column to the dataframe that indicates whether each date is during the on-season or the off-season:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%R\n",
    "is_nfl_season <- function(ds) {\n",
    "  dates <- as.Date(ds)\n",
    "  month <- as.numeric(format(dates, '%m'))\n",
    "  return(month > 8 | month < 2)\n",
    "}\n",
    "df$on_season <- is_nfl_season(df$ds)\n",
    "df$off_season <- !is_nfl_season(df$ds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def is_nfl_season(ds):\n",
    "    date = pd.to_datetime(ds)\n",
    "    return (date.month > 8 or date.month < 2)\n",
    "\n",
    "df['on_season'] = df['ds'].apply(is_nfl_season)\n",
    "df['off_season'] = ~df['ds'].apply(is_nfl_season)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then we disable the built-in weekly seasonality, and replace it with two weekly seasonalities that have these columns specified as a condition. This means that the seasonality will only be applied to dates where the `condition_name` column is `True`. We must also add the column to the `future` dataframe for which we are making predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -w 9 -h 12 -u in\n",
    "m <- prophet(weekly.seasonality=FALSE)\n",
    "m <- add_seasonality(m, name='weekly_on_season', period=7, fourier.order=3, condition.name='on_season')\n",
    "m <- add_seasonality(m, name='weekly_off_season', period=7, fourier.order=3, condition.name='off_season')\n",
    "m <- fit.prophet(m, df)\n",
    "\n",
    "future$on_season <- is_nfl_season(future$ds)\n",
    "future$off_season <- !is_nfl_season(future$ds)\n",
    "forecast <- predict(m, future)\n",
    "prophet_plot_components(m, forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 648x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m = Prophet(weekly_seasonality=False)\n",
    "m.add_seasonality(name='weekly_on_season', period=7, fourier_order=3, condition_name='on_season')\n",
    "m.add_seasonality(name='weekly_off_season', period=7, fourier_order=3, condition_name='off_season')\n",
    "\n",
    "future['on_season'] = future['ds'].apply(is_nfl_season)\n",
    "future['off_season'] = ~future['ds'].apply(is_nfl_season)\n",
    "forecast = m.fit(df).predict(future)\n",
    "fig = m.plot_components(forecast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Both of the seasonalities now show up in the components plots above. We can see that during the on-season when games are played every Sunday, there are large increases on Sunday and Monday that are completely absent during the off-season."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prior scale for holidays and seasonality\n",
    "If you find that the holidays are overfitting, you can adjust their prior scale to smooth them using the parameter `holidays_prior_scale`. By default this parameter is 10, which provides very little regularization. Reducing this parameter dampens holiday effects:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           ds playoff superbowl\n",
      "17 2014-02-02 1.21154 0.9481949\n",
      "18 2014-02-03 1.85564 0.9925750\n",
      "19 2015-01-11 1.21154 0.0000000\n",
      "20 2015-01-12 1.85564 0.0000000\n",
      "21 2016-01-17 1.21154 0.0000000\n",
      "22 2016-01-18 1.85564 0.0000000\n",
      "23 2016-01-24 1.21154 0.0000000\n",
      "24 2016-01-25 1.85564 0.0000000\n",
      "25 2016-02-07 1.21154 0.9481949\n",
      "26 2016-02-08 1.85564 0.9925750\n"
     ]
    }
   ],
   "source": [
    "%%R\n",
    "m <- prophet(df, holidays = holidays, holidays.prior.scale = 0.05)\n",
    "forecast <- predict(m, future)\n",
    "forecast %>% \n",
    "  select(ds, playoff, superbowl) %>% \n",
    "  filter(abs(playoff + superbowl) > 0) %>%\n",
    "  tail(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>playoff</th>\n",
       "      <th>superbowl</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2190</th>\n",
       "      <td>2014-02-02</td>\n",
       "      <td>1.206086</td>\n",
       "      <td>0.964914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2191</th>\n",
       "      <td>2014-02-03</td>\n",
       "      <td>1.852077</td>\n",
       "      <td>0.992634</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2532</th>\n",
       "      <td>2015-01-11</td>\n",
       "      <td>1.206086</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2533</th>\n",
       "      <td>2015-01-12</td>\n",
       "      <td>1.852077</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2901</th>\n",
       "      <td>2016-01-17</td>\n",
       "      <td>1.206086</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2902</th>\n",
       "      <td>2016-01-18</td>\n",
       "      <td>1.852077</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2908</th>\n",
       "      <td>2016-01-24</td>\n",
       "      <td>1.206086</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2909</th>\n",
       "      <td>2016-01-25</td>\n",
       "      <td>1.852077</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2922</th>\n",
       "      <td>2016-02-07</td>\n",
       "      <td>1.206086</td>\n",
       "      <td>0.964914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2923</th>\n",
       "      <td>2016-02-08</td>\n",
       "      <td>1.852077</td>\n",
       "      <td>0.992634</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             ds   playoff  superbowl\n",
       "2190 2014-02-02  1.206086   0.964914\n",
       "2191 2014-02-03  1.852077   0.992634\n",
       "2532 2015-01-11  1.206086   0.000000\n",
       "2533 2015-01-12  1.852077   0.000000\n",
       "2901 2016-01-17  1.206086   0.000000\n",
       "2902 2016-01-18  1.852077   0.000000\n",
       "2908 2016-01-24  1.206086   0.000000\n",
       "2909 2016-01-25  1.852077   0.000000\n",
       "2922 2016-02-07  1.206086   0.964914\n",
       "2923 2016-02-08  1.852077   0.992634"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = Prophet(holidays=holidays, holidays_prior_scale=0.05).fit(df)\n",
    "forecast = m.predict(future)\n",
    "forecast[(forecast['playoff'] + forecast['superbowl']).abs() > 0][\n",
    "    ['ds', 'playoff', 'superbowl']][-10:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The magnitude of the holiday effect has been reduced compared to before, especially for superbowls, which had the fewest observations. There is a parameter `seasonality_prior_scale` which similarly adjusts the extent to which the seasonality model will fit the data.\n",
    "\n",
    "Prior scales can be set separately for individual holidays by including a column `prior_scale` in the holidays dataframe. Prior scales for individual seasonalities can be passed as an argument to `add_seasonality`. For instance, the prior scale for just weekly seasonality can be set using:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%R\n",
    "m <- prophet()\n",
    "m <- add_seasonality(\n",
    "  m, name='weekly', period=7, fourier.order=3, prior.scale=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<prophet.forecaster.Prophet at 0x7f2a62813f40>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = Prophet()\n",
    "m.add_seasonality(\n",
    "    name='weekly', period=7, fourier_order=3, prior_scale=0.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "### Additional regressors\n",
    "Additional regressors can be added to the linear part of the model using the `add_regressor` method or function. A column with the regressor value will need to be present in both the fitting and prediction dataframes. For example, we can add an additional effect on Sundays during the NFL season. On the components plot, this effect will show up in the 'extra_regressors' plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "output_hidden": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%R -w 9 -h 12 -u in\n",
    "nfl_sunday <- function(ds) {\n",
    "  dates <- as.Date(ds)\n",
    "  month <- as.numeric(format(dates, '%m'))\n",
    "  as.numeric((weekdays(dates) == \"Sunday\") & (month > 8 | month < 2))\n",
    "}\n",
    "df$nfl_sunday <- nfl_sunday(df$ds)\n",
    "\n",
    "m <- prophet()\n",
    "m <- add_regressor(m, 'nfl_sunday')\n",
    "m <- fit.prophet(m, df)\n",
    "\n",
    "future$nfl_sunday <- nfl_sunday(future$ds)\n",
    "\n",
    "forecast <- predict(m, future)\n",
    "prophet_plot_components(m, forecast)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 648x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def nfl_sunday(ds):\n",
    "    date = pd.to_datetime(ds)\n",
    "    if date.weekday() == 6 and (date.month > 8 or date.month < 2):\n",
    "        return 1\n",
    "    else:\n",
    "        return 0\n",
    "df['nfl_sunday'] = df['ds'].apply(nfl_sunday)\n",
    "\n",
    "m = Prophet()\n",
    "m.add_regressor('nfl_sunday')\n",
    "m.fit(df)\n",
    "\n",
    "future['nfl_sunday'] = future['ds'].apply(nfl_sunday)\n",
    "\n",
    "forecast = m.predict(future)\n",
    "fig = m.plot_components(forecast)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "NFL Sundays could also have been handled using the \"holidays\" interface described above, by creating a list of past and future NFL Sundays. The `add_regressor` function provides a more general interface for defining extra linear regressors, and in particular does not require that the regressor be a binary indicator. Another time series could be used as a regressor, although its future values would have to be known.\n",
    "\n",
    "[This notebook](https://nbviewer.jupyter.org/github/nicolasfauchereau/Auckland_Cycling/blob/master/notebooks/Auckland_cycling_and_weather.ipynb) shows an example of using weather factors as extra regressors in a forecast of bicycle usage, and provides an excellent illustration of how other time series can be included as extra regressors.\n",
    "\n",
    "The `add_regressor` function has optional arguments for specifying the prior scale (holiday prior scale is used by default) and whether or not the regressor is standardized - see the docstring with `help(Prophet.add_regressor)` in Python and `?add_regressor` in R. Note that regressors must be added prior to model fitting. Prophet will also raise an error if the regressor is constant throughout the history, since there is nothing to fit from it.\n",
    "\n",
    "The extra regressor must be known for both the history and for future dates. It thus must either be something that has known future values (such as `nfl_sunday`), or something that has separately been forecasted elsewhere. The weather regressors used in the notebook linked above is a good example of an extra regressor that has forecasts that can be used for future values. One can also use as a regressor another time series that has been forecasted with a time series model, such as Prophet. For instance, if `r(t)` is included as a regressor for `y(t)`, Prophet can be used to forecast `r(t)` and then that forecast can be plugged in as the future values when forecasting `y(t)`. A note of caution around this approach: This will probably not be useful unless `r(t)` is somehow easier to forecast then `y(t)`. This is because error in the forecast of `r(t)` will produce error in the forecast of `y(t)`. One setting where this can be useful is in hierarchical time series, where there is top-level forecast that has higher signal-to-noise and is thus easier to forecast. Its forecast can be included in the forecast for each lower-level series.\n",
    "\n",
    "Extra regressors are put in the linear component of the model, so the underlying model is that the time series depends on the extra regressor as either an additive or multiplicative factor (see the next section for multiplicativity).\n",
    "\n",
    "#### Coefficients of additional regressors\n",
    "\n",
    "To extract the beta coefficients of the extra regressors, use the utility function `regressor_coefficients` (`from prophet.utilities import regressor_coefficients` in Python, `prophet::regressor_coefficients` in R) on the fitted model. The estimated beta coefficient for each regressor roughly represents the increase in prediction value for a unit increase in the regressor value (note that the coefficients returned are always on the scale of the original data). If `mcmc_samples` is specified, a credible interval for each coefficient is also returned, which can help identify whether each regressor is \"statistically significant\"."
   ]
  }
 ],
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